{ "models": [ { "model": "gemma_4_26b", "failure_rates": { "F1_agency": { "rate_pct": 2.27, "ci_half_pct": 5.7, "n": 44, "failures": 1 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 350.0042, "population_avg": 264.5894, "delta": 85.4148 }, "unique_word_ratio": { "value": 0.5971, "population_avg": 0.655, "delta": -0.0579 }, "bigram_repetition": { "value": 0.0688, "population_avg": 0.049, "delta": 0.0198 } }, "subjective": { "engagement": 4.49, "tone_consistency": 4.59, "collaboration": 4.32 }, "flaw_hunter": { "mean": 32.6, "median": 33.0, "fatal_per_session": 0.62, "major_per_session": 7.38, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 16 }, "community": { "rank": 1, "elo": 1535.1, "n_votes": 302 }, "bayesian": { "rank": 1, "model": "gemma_4_26b", "elo_mean": 1533.7, "elo_std": 74.8, "ci_low_95": 1404.6, "ci_high_95": 1662.4, "ci_width_95": 257.8 }, "multiturn_judge_mean": 4.29, "strength": "Community top tier (#1, ELO 1535)", "weakness": "No standout weakness on tested dimensions" }, { "model": "mistral_small_creative", "failure_rates": { "F1_agency": { "rate_pct": 15.91, "ci_half_pct": 10.72, "n": 44, "failures": 7 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 439.2375, "population_avg": 264.5894, "delta": 174.6481 }, "unique_word_ratio": { "value": 0.5567, "population_avg": 0.655, "delta": -0.0983 }, "bigram_repetition": { "value": 0.0945, "population_avg": 0.049, "delta": 0.0455 } }, "subjective": { "engagement": 4.46, "tone_consistency": 4.59, "collaboration": 4.35 }, "flaw_hunter": { "mean": 27.1, "median": 37.0, "fatal_per_session": 0.95, "major_per_session": 7.7, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "FATAL:agency_violation" ], "n_sessions": 20 }, "community": { "rank": 2, "elo": 1525.7, "n_votes": 646 }, "bayesian": { "rank": 2, "model": "mistral_small_creative", "elo_mean": 1533.5, "elo_std": 74.7, "ci_low_95": 1396.3, "ci_high_95": 1660.3, "ci_width_95": 264.0 }, "multiturn_judge_mean": 4.22, "strength": "Community top tier (#2, ELO 1526)", "weakness": "High agency violation rate (15.9%)" }, { "model": "gemini_2_5_flash", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 4.01, "n": 44, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 141.1034, "population_avg": 264.5894, "delta": -123.486 }, "unique_word_ratio": { "value": 0.7278, "population_avg": 0.655, "delta": 0.0728 }, "bigram_repetition": { "value": 0.0299, "population_avg": 0.049, "delta": -0.0191 } }, "subjective": { "engagement": 4.07, "tone_consistency": 4.5, "collaboration": 4.33 }, "flaw_hunter": { "mean": 43.6, "median": 41.5, "fatal_per_session": 0.19, "major_per_session": 6.44, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 16 }, "community": { "rank": 3, "elo": 1515.4, "n_votes": 241 }, "bayesian": { "rank": 3, "model": "gemini_2_5_flash", "elo_mean": 1529.1, "elo_std": 77.2, "ci_low_95": 1389.1, "ci_high_95": 1664.6, "ci_width_95": 275.4 }, "multiturn_judge_mean": 4.14, "strength": "Community top tier (#3, ELO 1515)", "weakness": "Catastrophic floor on agency respect (lowest session: 2.8)" }, { "model": "grok_4_1", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 4.1, "n": 43, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 136.728, "population_avg": 264.5894, "delta": -127.8614 }, "unique_word_ratio": { "value": 0.796, "population_avg": 0.655, "delta": 0.141 }, "bigram_repetition": { "value": 0.0151, "population_avg": 0.049, "delta": -0.0339 } }, "subjective": { "engagement": 4.36, "tone_consistency": 4.53, "collaboration": 4.26 }, "flaw_hunter": { "mean": 12.8, "median": 34.5, "fatal_per_session": 1.33, "major_per_session": 8.17, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "FATAL:agency_violation" ], "n_sessions": 12 }, "community": { "rank": 5, "elo": 1505.9, "n_votes": 322 }, "bayesian": { "rank": 4, "model": "grok_4_1", "elo_mean": 1517.0, "elo_std": 75.9, "ci_low_95": 1384.8, "ci_high_95": 1650.9, "ci_width_95": 266.1 }, "multiturn_judge_mean": 4.19, "strength": "Strong on tone consistency (4.53/5)", "weakness": "Bottom-1 on narrative momentum (rank 12/12)" }, { "model": "minimax_m2_7", "failure_rates": { "F1_agency": { "rate_pct": 9.3, "ci_half_pct": 8.96, "n": 43, "failures": 4 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 260.5021, "population_avg": 264.5894, "delta": -4.0873 }, "unique_word_ratio": { "value": 0.649, "population_avg": 0.655, "delta": -0.006 }, "bigram_repetition": { "value": 0.0458, "population_avg": 0.049, "delta": -0.0032 } }, "subjective": { "engagement": 4.49, "tone_consistency": 4.59, "collaboration": 4.33 }, "flaw_hunter": { "mean": 41.5, "median": 44.5, "fatal_per_session": 0.79, "major_per_session": 6.0, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 14 }, "community": { "rank": 4, "elo": 1510.3, "n_votes": 393 }, "bayesian": { "rank": 5, "model": "minimax_m2_7", "elo_mean": 1514.4, "elo_std": 75.2, "ci_low_95": 1386.4, "ci_high_95": 1645.6, "ci_width_95": 259.2 }, "multiturn_judge_mean": 4.34, "strength": "Top-2 on narrative momentum (4.30/5)", "weakness": "Frequent fatal flaws (0.79 per session, mean score 42/100)" }, { "model": "claude_sonnet_4_5", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 4.01, "n": 44, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 313.7542, "population_avg": 264.5894, "delta": 49.1648 }, "unique_word_ratio": { "value": 0.6253, "population_avg": 0.655, "delta": -0.0297 }, "bigram_repetition": { "value": 0.0526, "population_avg": 0.049, "delta": 0.0036 } }, "subjective": { "engagement": 4.58, "tone_consistency": 4.67, "collaboration": 4.37 }, "flaw_hunter": { "mean": 45.3, "median": 44.5, "fatal_per_session": 0.22, "major_per_session": 6.22, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 18 }, "community": { "rank": 6, "elo": 1505.9, "n_votes": 194 }, "bayesian": { "rank": 6, "model": "claude_sonnet_4_5", "elo_mean": 1513.0, "elo_std": 76.5, "ci_low_95": 1373.0, "ci_high_95": 1653.2, "ci_width_95": 280.2 }, "multiturn_judge_mean": 4.42, "strength": "Top-1 on long-context attention (4.60/5)", "weakness": "No standout weakness on tested dimensions" }, { "model": "qwen3_5_flash", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 4.01, "n": 44, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 229.4625, "population_avg": 264.5894, "delta": -35.1269 }, "unique_word_ratio": { "value": 0.6341, "population_avg": 0.655, "delta": -0.0209 }, "bigram_repetition": { "value": 0.0693, "population_avg": 0.049, "delta": 0.0203 } }, "subjective": { "engagement": 4.18, "tone_consistency": 4.16, "collaboration": 4.13 }, "flaw_hunter": { "mean": 39.6, "median": 39.5, "fatal_per_session": 0.5, "major_per_session": 6.5, "top_flaws": [ "MAJOR:recycled_description", "MAJOR:purple_prose", "MAJOR:narrating_emotions" ], "n_sessions": 18 }, "community": { "rank": 8, "elo": 1486.6, "n_votes": 401 }, "bayesian": { "rank": 7, "model": "qwen3_5_flash", "elo_mean": 1492.6, "elo_std": 75.7, "ci_low_95": 1361.0, "ci_high_95": 1634.2, "ci_width_95": 273.2 }, "multiturn_judge_mean": 3.98, "strength": "No standout strength on tested dimensions", "weakness": "Catastrophic floor on agency respect (lowest session: 2.5)" }, { "model": "deepseek_v3_2", "failure_rates": { "F1_agency": { "rate_pct": 4.55, "ci_half_pct": 6.94, "n": 44, "failures": 2 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 178.1792, "population_avg": 264.5894, "delta": -86.4102 }, "unique_word_ratio": { "value": 0.7126, "population_avg": 0.655, "delta": 0.0576 }, "bigram_repetition": { "value": 0.0288, "population_avg": 0.049, "delta": -0.0202 } }, "subjective": { "engagement": 4.61, "tone_consistency": 4.63, "collaboration": 4.32 }, "flaw_hunter": { "mean": 46.9, "median": 47, "fatal_per_session": 0.4, "major_per_session": 5.53, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 15 }, "community": { "rank": 7, "elo": 1489.0, "n_votes": 241 }, "bayesian": { "rank": 8, "model": "deepseek_v3_2", "elo_mean": 1492.1, "elo_std": 76.6, "ci_low_95": 1357.6, "ci_high_95": 1625.4, "ci_width_95": 267.8 }, "multiturn_judge_mean": 4.38, "strength": "Top-2 on lore consistency (4.50/5)", "weakness": "NSFW collapse (30.4% NSFW win rate)" }, { "model": "glm_4_7", "failure_rates": { "F1_agency": { "rate_pct": 9.09, "ci_half_pct": 8.78, "n": 44, "failures": 4 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.36, "n": 32, "failures": 0 } }, "behavioral": { "word_count": { "value": 221.9331, "population_avg": 264.5894, "delta": -42.6563 }, "unique_word_ratio": { "value": 0.6667, "population_avg": 0.655, "delta": 0.0117 }, "bigram_repetition": { "value": 0.0382, "population_avg": 0.049, "delta": -0.0108 } }, "subjective": { "engagement": 4.41, "tone_consistency": 4.62, "collaboration": 4.42 }, "flaw_hunter": { "mean": 36.8, "median": 37, "fatal_per_session": 0.71, "major_per_session": 6.76, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 17 }, "community": { "rank": 9, "elo": 1483.4, "n_votes": 285 }, "bayesian": { "rank": 9, "model": "glm_4_7", "elo_mean": 1490.0, "elo_std": 75.6, "ci_low_95": 1352.6, "ci_high_95": 1623.1, "ci_width_95": 270.6 }, "multiturn_judge_mean": 4.37, "strength": "Strong on tone consistency (4.62/5)", "weakness": "Lower community half (#9)" }, { "model": "llama_4_maverick", "failure_rates": { "F1_agency": { "rate_pct": 6.82, "ci_half_pct": 7.94, "n": 44, "failures": 3 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 171.5292, "population_avg": 264.5894, "delta": -93.0602 }, "unique_word_ratio": { "value": 0.6456, "population_avg": 0.655, "delta": -0.0094 }, "bigram_repetition": { "value": 0.0637, "population_avg": 0.049, "delta": 0.0147 } }, "subjective": { "engagement": 4.15, "tone_consistency": 4.3, "collaboration": 4.2 }, "flaw_hunter": { "mean": 30.6, "median": 36.5, "fatal_per_session": 0.95, "major_per_session": 6.65, "top_flaws": [ "MAJOR:recycled_description", "MAJOR:purple_prose", "FATAL:agency_violation" ], "n_sessions": 20 }, "community": { "rank": 10, "elo": 1473.0, "n_votes": 474 }, "bayesian": { "rank": 10, "model": "llama_4_maverick", "elo_mean": 1483.3, "elo_std": 75.8, "ci_low_95": 1349.8, "ci_high_95": 1616.5, "ci_width_95": 266.7 }, "multiturn_judge_mean": 3.96, "strength": "No standout strength on tested dimensions", "weakness": "Catastrophic floor on agency respect (lowest session: 3.0)" }, { "model": "gpt_4_1", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 4.01, "n": 44, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 211.675, "population_avg": 264.5894, "delta": -52.9144 }, "unique_word_ratio": { "value": 0.6878, "population_avg": 0.655, "delta": 0.0328 }, "bigram_repetition": { "value": 0.0313, "population_avg": 0.049, "delta": -0.0177 } }, "subjective": { "engagement": 4.38, "tone_consistency": 4.6, "collaboration": 4.38 }, "flaw_hunter": { "mean": 27.6, "median": 42.0, "fatal_per_session": 0.75, "major_per_session": 6.83, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "FATAL:agency_violation" ], "n_sessions": 12 }, "community": { "rank": 11, "elo": 1469.7, "n_votes": 215 }, "bayesian": { "rank": 11, "model": "gpt_4_1", "elo_mean": 1471.9, "elo_std": 76.8, "ci_low_95": 1337.6, "ci_high_95": 1610.1, "ci_width_95": 272.5 }, "multiturn_judge_mean": 4.34, "strength": "Top-1 on narrative momentum (4.30/5)", "weakness": "Bottom community ELO (#11/11)" }, { "model": "claude_opus_4_7", "failure_rates": { "F1_agency": { "rate_pct": 6.06, "ci_half_pct": 8.96, "n": 33, "failures": 2 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 407.2431, "population_avg": 264.5894, "delta": 142.6537 }, "unique_word_ratio": { "value": 0.5711, "population_avg": 0.655, "delta": -0.0839 }, "bigram_repetition": { "value": 0.071, "population_avg": 0.049, "delta": 0.022 } }, "subjective": { "engagement": 4.61, "tone_consistency": 4.75, "collaboration": 4.53 }, "flaw_hunter": { "mean": 42.8, "median": 48.0, "fatal_per_session": 0.75, "major_per_session": 5.92, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "FATAL:agency_violation" ], "n_sessions": 12 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.54, "strength": "Top-1 on agency respect (4.60/5)", "weakness": "Frequent fatal flaws (0.75 per session, mean score 43/100)" }, { "model": "claude_opus_4_6", "failure_rates": { "F1_agency": { "rate_pct": 4.55, "ci_half_pct": 6.94, "n": 44, "failures": 2 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 533.525, "population_avg": 264.5894, "delta": 268.9356 }, "unique_word_ratio": { "value": 0.551, "population_avg": 0.655, "delta": -0.104 }, "bigram_repetition": { "value": 0.0757, "population_avg": 0.049, "delta": 0.0267 } }, "subjective": { "engagement": 4.67, "tone_consistency": 4.75, "collaboration": 4.46 }, "flaw_hunter": { "mean": 40.9, "median": 42, "fatal_per_session": 0.29, "major_per_session": 6.82, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 17 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.51, "strength": "Top-2 on agency respect (4.55/5)", "weakness": "High phrase repetition (0.076 vs population 0.049)" }, { "model": "deepseek_v4_pro", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 258.8333, "population_avg": 264.5894, "delta": -5.7561 }, "unique_word_ratio": { "value": 0.6642, "population_avg": 0.655, "delta": 0.0092 }, "bigram_repetition": { "value": 0.0402, "population_avg": 0.049, "delta": -0.0088 } }, "subjective": { "engagement": 4.53, "tone_consistency": 4.7, "collaboration": 4.38 }, "flaw_hunter": { "mean": 19.4, "median": 46.5, "fatal_per_session": 0.5, "major_per_session": 9.0, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 8 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.42, "strength": "Strong on tone consistency (4.70/5)", "weakness": "No standout weakness on tested dimensions" }, { "model": "kimi_k2_5", "failure_rates": { "F1_agency": { "rate_pct": 6.06, "ci_half_pct": 8.96, "n": 33, "failures": 2 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 252.9444, "population_avg": 264.5894, "delta": -11.645 }, "unique_word_ratio": { "value": 0.681, "population_avg": 0.655, "delta": 0.026 }, "bigram_repetition": { "value": 0.037, "population_avg": 0.049, "delta": -0.012 } }, "subjective": { "engagement": 4.56, "tone_consistency": 4.67, "collaboration": 4.39 }, "flaw_hunter": { "mean": 42, "median": 42, "fatal_per_session": 0.44, "major_per_session": 6.33, "top_flaws": [ "MAJOR:recycled_description", "MAJOR:purple_prose", "MAJOR:narrating_emotions" ], "n_sessions": 9 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.4, "strength": "Strong on tone consistency (4.67/5)", "weakness": "No standout weakness on tested dimensions" }, { "model": "glm_5_1", "failure_rates": { "F1_agency": { "rate_pct": 3.03, "ci_half_pct": 7.39, "n": 33, "failures": 1 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 240.0903, "population_avg": 264.5894, "delta": -24.4991 }, "unique_word_ratio": { "value": 0.6534, "population_avg": 0.655, "delta": -0.0016 }, "bigram_repetition": { "value": 0.0409, "population_avg": 0.049, "delta": -0.0081 } }, "subjective": { "engagement": 4.49, "tone_consistency": 4.65, "collaboration": 4.34 }, "flaw_hunter": { "mean": 45.8, "median": 46, "fatal_per_session": 0.11, "major_per_session": 6.44, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:convenient_world" ], "n_sessions": 9 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.39, "strength": "Strong on tone consistency (4.65/5)", "weakness": "No standout weakness on tested dimensions" }, { "model": "deepseek_v4_flash", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 5.36, "n": 32, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.36, "n": 32, "failures": 0 } }, "behavioral": { "word_count": { "value": 172.9286, "population_avg": 264.5894, "delta": -91.6608 }, "unique_word_ratio": { "value": 0.7088, "population_avg": 0.655, "delta": 0.0538 }, "bigram_repetition": { "value": 0.0302, "population_avg": 0.049, "delta": -0.0188 } }, "subjective": { "engagement": 4.47, "tone_consistency": 4.6, "collaboration": 4.27 }, "flaw_hunter": { "mean": 50.6, "median": 58, "fatal_per_session": 0.36, "major_per_session": 5.27, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:convenient_world" ], "n_sessions": 11 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.38, "strength": "Strong on tone consistency (4.60/5)", "weakness": "No standout weakness on tested dimensions" }, { "model": "gemini_3_1_pro", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 5.51, "n": 31, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.36, "n": 32, "failures": 0 } }, "behavioral": { "word_count": { "value": 263.1241, "population_avg": 264.5894, "delta": -1.4653 }, "unique_word_ratio": { "value": 0.6675, "population_avg": 0.655, "delta": 0.0125 }, "bigram_repetition": { "value": 0.0401, "population_avg": 0.049, "delta": -0.0089 } }, "subjective": { "engagement": 4.5, "tone_consistency": 4.62, "collaboration": 4.42 }, "flaw_hunter": { "mean": 29.2, "median": 35.5, "fatal_per_session": 1.0, "major_per_session": 6.75, "top_flaws": [ "MAJOR:recycled_description", "MAJOR:purple_prose", "FATAL:agency_violation" ], "n_sessions": 12 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.33, "strength": "Strong on tone consistency (4.62/5)", "weakness": "Frequent fatal flaws (1.00 per session, mean score 29/100)" }, { "model": "gemini_3_1_flash_lite", "failure_rates": { "F1_agency": { "rate_pct": 3.03, "ci_half_pct": 7.39, "n": 33, "failures": 1 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.21, "n": 33, "failures": 0 } }, "behavioral": { "word_count": { "value": 263.9236, "population_avg": 264.5894, "delta": -0.6658 }, "unique_word_ratio": { "value": 0.6435, "population_avg": 0.655, "delta": -0.0115 }, "bigram_repetition": { "value": 0.0485, "population_avg": 0.049, "delta": -0.0005 } }, "subjective": { "engagement": 4.43, "tone_consistency": 4.6, "collaboration": 4.31 }, "flaw_hunter": { "mean": 34.2, "median": 34.0, "fatal_per_session": 0.17, "major_per_session": 8.0, "top_flaws": [ "MAJOR:purple_prose", "MAJOR:recycled_description", "MAJOR:narrating_emotions" ], "n_sessions": 6 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.3, "strength": "Strong on tone consistency (4.60/5)", "weakness": "No standout weakness on tested dimensions" }, { "model": "kimi_k2_6", "failure_rates": { "F1_agency": { "rate_pct": 0.0, "ci_half_pct": 5.51, "n": 31, "failures": 0 }, "F2_pov_tense": { "rate_pct": 0.0, "ci_half_pct": 5.68, "n": 30, "failures": 0 } }, "behavioral": { "word_count": { "value": 221.1797, "population_avg": 264.5894, "delta": -43.4097 }, "unique_word_ratio": { "value": 0.677, "population_avg": 0.655, "delta": 0.022 }, "bigram_repetition": { "value": 0.0376, "population_avg": 0.049, "delta": -0.0114 } }, "subjective": { "engagement": 4.44, "tone_consistency": 4.39, "collaboration": 4.12 }, "flaw_hunter": { "mean": 49.5, "median": 52.0, "fatal_per_session": 0.12, "major_per_session": 5.25, "top_flaws": [ "MAJOR:recycled_description", "MAJOR:purple_prose", "MAJOR:convenient_world" ], "n_sessions": 8 }, "community": { "rank": null, "elo": null, "n_votes": null }, "bayesian": null, "multiturn_judge_mean": 4.18, "strength": "Top-2 on flaw hunter (49.5/100)", "weakness": "Catastrophic floor on agency respect (lowest session: 2.5)" } ] }