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false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.4512037917226293, 3.5032666396938437], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">159/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 84%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">153/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 81%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">94/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 50%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">77/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 41%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">140/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 74%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+7.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">162/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 86%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+291 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">189/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.31 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">97/189</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 51%</div>  </div></div>"}, "winrate": {"Accuracy": {"data": [{"colorbar": {"len": 0.7, "thickness": 10, "tickformat": ".0%", "title": {"text": "Row beats Col"}}, "colorscale": [[0.0, "rgb(103,0,31)"], [0.1, "rgb(178,24,43)"], [0.2, "rgb(214,96,77)"], [0.3, "rgb(244,165,130)"], [0.4, "rgb(253,219,199)"], [0.5, "rgb(247,247,247)"], [0.6, "rgb(209,229,240)"], [0.7, "rgb(146,197,222)"], [0.8, "rgb(67,147,195)"], [0.9, "rgb(33,102,172)"], [1.0, "rgb(5,48,97)"]], "hovertemplate": "<b>%{y}</b> beats <b>%{x}</b><br>Win-rate: %{text}<extra></extra>", "reversescale": true, "text": [["", "75%", "75%", "78%", "82%", "86%", "86%", "89%", "85%", "87%", "88%", "86%", "91%", "93%", "91%"], ["25%", "", "53%", "54%", "74%", "74%", "75%", "80%", "81%", "86%", "86%", "87%", "92%", "94%", "96%"], ["25%", "47%", "", "53%", "72%", "75%", "73%", "79%", "79%", "84%", "84%", "85%", "93%", "92%", "91%"], ["22%", "46%", "47%", "", "72%", "70%", "72%", "78%", "78%", "84%", "84%", "82%", "91%", "91%", "92%"], ["18%", "26%", "28%", "28%", "", "54%", "60%", "66%", "72%", "74%", "74%", "76%", "88%", "88%", "86%"], ["14%", "26%", "25%", "30%", "46%", "", "54%", "63%", "65%", "68%", "74%", "71%", "82%", "80%", "80%"], ["14%", "25%", "27%", "28%", "40%", "46%", "", "68%", "66%", "71%", "72%", "69%", "78%", "83%", "77%"], ["11%", "20%", "21%", "22%", "34%", "37%", "32%", "", "57%", "60%", "68%", "63%", "73%", "78%", "77%"], ["15%", "19%", "21%", "22%", "28%", "35%", "34%", "43%", "", "62%", "61%", "69%", "65%", "69%", "74%"], ["13%", "14%", "16%", "16%", "26%", "32%", "29%", "40%", "38%", "", "55%", "62%", "65%", "64%", "68%"], ["12%", "14%", "16%", "16%", "26%", "26%", "28%", "32%", "39%", "45%", "", "52%", 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"family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 2, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIGHTGBM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": 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ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.348711006498661, 1.641049431251134], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">2 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+0.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">35/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 92%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">34/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 89%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 71%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+4.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 71%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 LimiX \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">33/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 87%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">34/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 89%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+376 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">38/38</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div 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"family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.8943127194695366, 1.9903947628366754], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    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"rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+406 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">11/11</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div 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"rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabM \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 ModernNCA \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">5/5</div>    <div 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ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": 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class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 XGBoost \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    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class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">9/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+0.58 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">6/9</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 67%</div>  </div></div>"}, "winrate": {"Accuracy": {"data": [{"colorbar": {"len": 0.7, "thickness": 10, "tickformat": ".0%", "title": {"text": "Row beats Col"}}, 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"Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 2, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-2.8829862909695643, 3.876642286521289], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">26/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 74%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 77%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">31/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 89%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">33/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 94%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">34/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 97%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div 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class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">35/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.57 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">26/35</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 74%</div>  </div></div>"}, "winrate": {"Accuracy": {"data": [{"colorbar": {"len": 0.7, "thickness": 10, "tickformat": ".0%", "title": {"text": "Row beats Col"}}, "colorscale": [[0.0, 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"middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-4.055727627018734, 2.697410061687568], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">2 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">9 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 96%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">10 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+4.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 88%</div>  </div></div>", 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style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-3.0756328985391432, 4.198599456646404], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 93%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+0.8 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">6 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 93%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">24/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 89%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">7 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 93%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+7.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+260 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">27/27</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div> 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"56%", "56%"], ["15%", "11%", "7%", "15%", "12%", "26%", "30%", "44%", "32%", "56%", "", "48%", "74%", "52%", "67%"], ["15%", "7%", "7%", "7%", "4%", "30%", "27%", "46%", "37%", "58%", "52%", "", "63%", "63%", "65%"], ["15%", "11%", "7%", "11%", "11%", "26%", "26%", "41%", "26%", "48%", "26%", "37%", "", "59%", "56%"], ["15%", "7%", "11%", "7%", "7%", "19%", "23%", "37%", "33%", "44%", "48%", "37%", "41%", "", "54%"], ["15%", "12%", "15%", "11%", "15%", "22%", "27%", "23%", "33%", "44%", "33%", "35%", "44%", "46%", ""]], "textfont": {"family": "Geist Mono, monospace", "size": 11}, "texttemplate": "%{text}", "x": ["tabfm", "TabICL v2.0", "TabPFN v3.0", "Seldon", "TabICL v1.1", "LimiX", "TabPFN v2.5", "CatBoost", "Mitra", "XGBoost", "TabM", "RealMLP", "ModernNCA", "TabDPT", "LightGBM"], "y": ["tabfm", "TabICL v2.0", "TabPFN v3.0", "Seldon", "TabICL v1.1", "LimiX", "TabPFN v2.5", "CatBoost", "Mitra", "XGBoost", "TabM", "RealMLP", "ModernNCA", "TabDPT", "LightGBM"], "z": {"dtype": "f8", 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style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-5.775271833779529, 7.76167561854912], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">23/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 92%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">7 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">6 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+4.5 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v1.1 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">11 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+3.4 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">9 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+4.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+20.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 84%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+255 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">25/25</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  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"y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "1.239", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#4e29ff", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "<b>1.660</b>", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 2, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIGHTGBM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-4.422236005007536, 2.8153286900305723], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">7 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.2 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">20/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 95%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 LimiX \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">LimiX \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+5.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">20/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 95%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+303 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.66 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">17/21</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 81%</div>  </div></div>"}, "winrate": {"Accuracy": {"data": [{"colorbar": {"len": 0.7, "thickness": 10, "tickformat": ".0%", "title": {"text": "Row beats Col"}}, "colorscale": [[0.0, "rgb(103,0,31)"], [0.1, "rgb(178,24,43)"], [0.2, "rgb(214,96,77)"], [0.3, "rgb(244,165,130)"], [0.4, "rgb(253,219,199)"], [0.5, "rgb(247,247,247)"], [0.6, "rgb(209,229,240)"], [0.7, "rgb(146,197,222)"], [0.8, "rgb(67,147,195)"], [0.9, "rgb(33,102,172)"], [1.0, "rgb(5,48,97)"]], "hovertemplate": "<b>%{y}</b> beats <b>%{x}</b><br>Win-rate: %{text}<extra></extra>", "reversescale": true, "text": [["", "68%", "83%", "78%", "59%", "88%", "85%", "89%", "84%", "90%", "90%", "89%", "95%", "100%", "95%"], ["32%", "", "47%", "44%", "58%", "67%", "84%", "79%", "68%", "85%", "85%", "85%", "100%", "100%", "95%"], ["17%", "53%", "", "58%", "58%", "74%", "70%", "80%", "74%", "81%", "76%", "79%", "95%", "95%", "95%"], ["22%", "56%", "42%", "", "47%", "67%", "74%", "84%", "74%", "76%", "86%", "89%", "95%", "100%", "89%"], ["41%", "42%", "42%", "53%", "", "47%", "69%", "88%", "68%", "81%", "71%", "78%", "90%", "95%", "95%"], ["12%", "33%", "26%", "33%", "53%", "", "53%", "68%", "63%", "71%", "67%", "84%", "90%", "95%", "95%"], ["15%", "16%", "30%", "26%", "31%", "47%", "", "53%", "65%", "57%", "62%", "71%", "80%", "90%", "85%"], ["11%", "21%", "20%", "16%", "12%", "32%", "47%", "", "60%", "62%", "60%", "60%", "90%", "90%", "85%"], ["16%", "32%", "26%", "26%", "32%", "37%", "35%", "40%", "", "43%", "52%", 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11.82, "y1": 12.18, "yref": "y"}, {"fillcolor": "#9aa3ad", "line": {"color": "#9aa3ad", "width": 0}, "opacity": 0.85, "type": "rect", "x0": 1.550268447250745, "x1": 3.506631141476234, "xref": "x", "y0": 12.95, "y1": 13.05, "yref": "y"}, {"line": {"color": "#9aa3ad", "width": 1.4}, "type": "line", "x0": 1.550268447250745, "x1": 1.550268447250745, "xref": "x", "y0": 12.82, "y1": 13.18, "yref": "y"}, {"line": {"color": "#9aa3ad", "width": 1.4}, "type": "line", "x0": 3.506631141476234, "x1": 3.506631141476234, "xref": "x", "y0": 12.82, "y1": 13.18, "yref": "y"}, {"fillcolor": "#4e29ff", "line": {"color": "#4e29ff", "width": 0}, "opacity": 0.85, "type": "rect", "x0": 2.4718161212348146, "x1": 4.493568120964908, "xref": "x", "y0": 13.95, "y1": 14.05, "yref": "y"}, {"line": {"color": "#4e29ff", "width": 1.4}, "type": "line", "x0": 2.4718161212348146, "x1": 2.4718161212348146, "xref": "x", "y0": 13.82, "y1": 14.18, "yref": "y"}, {"line": {"color": "#4e29ff", "width": 1.4}, "type": "line", "x0": 4.493568120964908, "x1": 4.493568120964908, "xref": "x", "y0": 13.82, "y1": 14.18, "yref": "y"}], "annotations": [{"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-8.102", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-5.380", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-5.088", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 2, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-4.906", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, 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"#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "-0.053", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.000", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "0.785", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "2.422", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "2.576", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#4e29ff", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "<b>3.455</b>", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MITRA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 1, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIMIX", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 2, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V2.5", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 3, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 4, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 5, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "LIGHTGBM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 6, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "CATBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 7, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "REALMLP", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 8, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 9, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "XGBOOST", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-12.945532987089393, 6.078940948969844], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+5.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">10 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.5 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+9.6 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">14 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+9.0 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+12.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">15/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 94%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">Seldon</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+251 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">16/16</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "%\u2197 over XGBoost": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN 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  <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabICL v2.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 LimiX \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">15 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">\u2014</div>    <div class=\"nk-bar-kpi-sub\">no field to compare to</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">8/8</div>    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Mono, monospace", "size": 11}, "showarrow": false, "text": "1.731", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 12, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#5d6c7b", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "1.996", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#4e29ff", "family": "Geist Mono, monospace", "size": 11}, "showarrow": false, "text": "<b>2.218</b>", "x": 1.02, "xanchor": "left", "xref": "paper", "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABDPT", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 0, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "MODERNNCA", "x": 0, "xanchor": "right", "xref": "paper", "xshift": 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"size": 12}, "showarrow": false, "text": "TABICL V1.1", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 10, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABICL V2.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 11, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABFM", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 12, "yanchor": "middle", "yref": "y"}, {"bgcolor": "rgba(78, 41, 255, 0.12)", "bordercolor": "rgba(78, 41, 255, 0.40)", "borderpad": 4, "borderwidth": 1, "font": {"color": "#5a30c2", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "hovertext": "by Neuralk", "showarrow": false, "text": "<b>SELDON</b>", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 13, "yanchor": "middle", "yref": "y"}, {"font": {"color": "#060510", "family": "Geist Mono, ui-monospace, monospace", "size": 12}, "showarrow": false, "text": "TABPFN V3.0", "x": 0, "xanchor": "right", "xref": "paper", "xshift": -18, "y": 14, "yanchor": "middle", "yref": "y"}, {"font": {"size": 12}, "showarrow": false, "text": "<span style='color:#4e29ff;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Leading group</span> &nbsp;&nbsp;<span style='color:#9aa3ad;font-size:13px'>\u25cf</span> <span style='color:#5d6c7b;font-size:11px'>Rest of field</span> &nbsp;&nbsp;<span style='color:#5d6c7b;font-size:11px'>\u00b7 95% CI</span>", "x": 0.02, "xanchor": "left", "xref": "paper", "y": -0.06, "yanchor": "top", "yref": "paper"}], "xaxis": {"tickfont": {"family": "Geist Mono, monospace", "size": 11, "color": "#5d6c7b"}, "range": [-3.304886674714279, 3.2625843517812907], "showgrid": true, "gridcolor": "rgba(125,125,140,0.15)", "zeroline": false, "title": {}}, "yaxis": {"tickvals": [], "ticktext": [], "showgrid": false, "zeroline": false, "ticks": "", "range": [-0.5, 14.5]}, "margin": {"l": 140, "r": 90, "t": 40, "b": 70}, "font": {"family": "BDO Grotesk, Helvetica Neue, sans-serif", "color": "#060510"}, "autosize": true, "height": 780, "plot_bgcolor": "rgba(0,0,0,0)", "paper_bgcolor": "rgba(0,0,0,0)", "showlegend": false}}}, "forest_kpi": {"Accuracy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.5 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "AUC": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">3 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.3 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "F1_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabICL v2.0 \u00b7 tabfm \u2026</div>    <div class=\"nk-bar-kpi-sub\">5 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.9 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">21/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 95%</div>  </div></div>", "Precision": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 TabICL v1.1 \u2026</div>    <div class=\"nk-bar-kpi-sub\">10 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+2.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Recall": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm \u00b7 TabPFN v3.0 \u2026</div>    <div class=\"nk-bar-kpi-sub\">12 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+1.7 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Cross_entropy": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">TabPFN v3.0 \u00b7 Seldon \u2026</div>    <div class=\"nk-bar-kpi-sub\">4 models tied</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+5.1 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div class=\"nk-bar-kpi-sub\">datasets \u00b7 100%</div>  </div></div>", "Elo_score": "<div class=\"nk-bar-kpis\">  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEADING GROUP</div>    <div class=\"nk-bar-kpi-value\">tabfm</div>    <div class=\"nk-bar-kpi-sub\">clear leader</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">LEAD MARGIN</div>    <div class=\"nk-bar-kpi-value\">+414 pts</div>    <div class=\"nk-bar-kpi-sub\">leaders above the field</div>  </div>  <div class=\"nk-bar-kpi\">    <div class=\"nk-bar-kpi-kicker\">TOP-3 COVERAGE</div>    <div class=\"nk-bar-kpi-value\">22/22</div>    <div 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