event,judge,slot_id,human_coverage,machine_coverage_max,machine_max_arm,gap,binary_flag
cyclone-idai-2019,deepseek-v4-pro,access,0.821429,0.903846,api-strong/schema_guided,-0.082418,0
cyclone-idai-2019,deepseek-v4-pro,casualties,0.883929,0.903846,api-strong/schema_guided,-0.019918,0
cyclone-idai-2019,deepseek-v4-pro,coordination,0.794643,0.807692,api-strong/schema_guided,-0.013049,0
cyclone-idai-2019,deepseek-v4-pro,currency_and_metadata,0.928571,0.52,api-fast/generic,0.408571,1
cyclone-idai-2019,deepseek-v4-pro,damage,0.857143,0.807692,api-strong/schema_guided,0.049451,0
cyclone-idai-2019,deepseek-v4-pro,displacement,0.866071,0.557692,api-strong/schema_guided,0.308379,1
cyclone-idai-2019,deepseek-v4-pro,education,0.678571,0.5,api-fast/schema_guided,0.178571,0
cyclone-idai-2019,deepseek-v4-pro,food,0.723214,0.8,api-fast/schema_guided,-0.076786,0
cyclone-idai-2019,deepseek-v4-pro,funding,0.651786,0.54,api-fast/generic,0.111786,0
cyclone-idai-2019,deepseek-v4-pro,health,0.705357,0.538462,api-strong/generic,0.166896,0
cyclone-idai-2019,deepseek-v4-pro,needs_gaps,0.866071,0.865385,api-strong/schema_guided,0.000687,0
cyclone-idai-2019,deepseek-v4-pro,response_actions,0.973214,1.0,api-fast/generic,-0.026786,0
cyclone-idai-2019,deepseek-v4-pro,shelter,0.580357,0.711538,api-strong/schema_guided,-0.131181,0
cyclone-idai-2019,deepseek-v4-pro,sourcing,0.9375,1.0,api-fast/schema_guided,-0.0625,0
cyclone-idai-2019,deepseek-v4-pro,wash,0.598214,0.769231,api-strong/schema_guided,-0.171016,0
cyclone-idai-2019,gpt-5.6-luna,access,0.883929,0.96,api-fast/schema_guided,-0.076071,0
cyclone-idai-2019,gpt-5.6-luna,casualties,0.963636,0.923077,api-strong/schema_guided,0.040559,0
cyclone-idai-2019,gpt-5.6-luna,coordination,0.910714,0.9,api-fast/schema_guided,0.010714,0
cyclone-idai-2019,gpt-5.6-luna,currency_and_metadata,0.90625,0.54,api-fast/generic,0.36625,1
cyclone-idai-2019,gpt-5.6-luna,damage,0.964286,0.98,api-fast/schema_guided,-0.015714,0
cyclone-idai-2019,gpt-5.6-luna,displacement,0.883929,0.596154,api-strong/schema_guided,0.287775,1
cyclone-idai-2019,gpt-5.6-luna,education,0.660714,0.72,api-fast/schema_guided,-0.059286,0
cyclone-idai-2019,gpt-5.6-luna,food,0.758929,0.884615,api-strong/schema_guided,-0.125687,0
cyclone-idai-2019,gpt-5.6-luna,funding,0.7,0.64,api-fast/schema_guided,0.06,0
cyclone-idai-2019,gpt-5.6-luna,health,0.803571,0.66,api-fast/schema_guided,0.143571,0
cyclone-idai-2019,gpt-5.6-luna,needs_gaps,0.909091,0.961538,api-strong/schema_guided,-0.052448,0
cyclone-idai-2019,gpt-5.6-luna,response_actions,0.982143,1.0,api-fast/generic,-0.017857,0
cyclone-idai-2019,gpt-5.6-luna,shelter,0.669643,0.84,api-fast/schema_guided,-0.170357,0
cyclone-idai-2019,gpt-5.6-luna,sourcing,1.0,1.0,api-fast/schema_guided,0.0,0
cyclone-idai-2019,gpt-5.6-luna,wash,0.666667,0.865385,api-strong/schema_guided,-0.198718,0
cyclone-idai-2019,gemini-3.7-flash,access,0.8125,0.94,api-fast/schema_guided,-0.1275,0
cyclone-idai-2019,gemini-3.7-flash,casualties,0.883929,0.961538,api-strong/schema_guided,-0.07761,0
cyclone-idai-2019,gemini-3.7-flash,coordination,0.875,0.923077,api-strong/schema_guided,-0.048077,0
cyclone-idai-2019,gemini-3.7-flash,currency_and_metadata,0.991071,0.68,api-fast/schema_guided,0.311071,0
cyclone-idai-2019,gemini-3.7-flash,damage,0.919643,0.9,api-fast/schema_guided,0.019643,0
cyclone-idai-2019,gemini-3.7-flash,displacement,0.892857,0.730769,api-strong/schema_guided,0.162088,0
cyclone-idai-2019,gemini-3.7-flash,education,0.714286,0.58,api-fast/schema_guided,0.134286,0
cyclone-idai-2019,gemini-3.7-flash,food,0.732143,0.884615,api-strong/schema_guided,-0.152473,0
cyclone-idai-2019,gemini-3.7-flash,funding,0.767857,0.942308,api-strong/schema_guided,-0.174451,0
cyclone-idai-2019,gemini-3.7-flash,health,0.758929,0.64,api-fast/schema_guided,0.118929,0
cyclone-idai-2019,gemini-3.7-flash,needs_gaps,0.8125,0.884615,api-strong/schema_guided,-0.072115,0
cyclone-idai-2019,gemini-3.7-flash,response_actions,0.964286,1.0,api-fast/generic,-0.035714,0
cyclone-idai-2019,gemini-3.7-flash,shelter,0.598214,0.75,api-strong/schema_guided,-0.151786,0
cyclone-idai-2019,gemini-3.7-flash,sourcing,0.9375,1.0,api-fast/schema_guided,-0.0625,0
cyclone-idai-2019,gemini-3.7-flash,wash,0.651786,0.769231,api-strong/schema_guided,-0.117445,0
cyclone-idai-2019,qwen3.8-flash,access,0.87037,0.961538,api-strong/schema_guided,-0.091168,0
cyclone-idai-2019,qwen3.8-flash,casualties,0.908163,0.98,api-fast/generic,-0.071837,0
cyclone-idai-2019,qwen3.8-flash,coordination,0.94,0.94,api-fast/schema_guided,0.0,0
cyclone-idai-2019,qwen3.8-flash,currency_and_metadata,0.875,0.615385,api-strong/generic,0.259615,0
cyclone-idai-2019,qwen3.8-flash,damage,0.877551,0.9375,api-fast/schema_guided,-0.059949,0
cyclone-idai-2019,qwen3.8-flash,displacement,0.888889,0.604167,api-fast/schema_guided,0.284722,0
cyclone-idai-2019,qwen3.8-flash,education,0.694444,0.604167,api-fast/schema_guided,0.090278,0
cyclone-idai-2019,qwen3.8-flash,food,0.718182,0.875,api-fast/schema_guided,-0.156818,0
cyclone-idai-2019,qwen3.8-flash,funding,0.704082,0.854167,api-fast/schema_guided,-0.150085,0
cyclone-idai-2019,qwen3.8-flash,health,0.75,0.653846,api-strong/schema_guided,0.096154,0
cyclone-idai-2019,qwen3.8-flash,needs_gaps,0.887755,0.961538,api-strong/schema_guided,-0.073783,0
cyclone-idai-2019,qwen3.8-flash,response_actions,0.982143,1.0,api-fast/generic,-0.017857,0
cyclone-idai-2019,qwen3.8-flash,shelter,0.73,0.869565,api-strong/schema_guided,-0.139565,0
cyclone-idai-2019,qwen3.8-flash,sourcing,0.980769,1.0,api-fast/schema_guided,-0.019231,0
cyclone-idai-2019,qwen3.8-flash,wash,0.69,0.826923,api-strong/schema_guided,-0.136923,0
hurricane-irma-2017,gpt-5.6-luna,access,0.815789,1.0,api-fast/schema_guided,-0.184211,0
hurricane-irma-2017,gpt-5.6-luna,casualties,0.947368,1.0,api-fast/schema_guided,-0.052632,0
hurricane-irma-2017,gpt-5.6-luna,coordination,0.842105,0.875,api-fast/schema_guided,-0.032895,0
hurricane-irma-2017,gpt-5.6-luna,currency_and_metadata,1.0,0.541667,api-strong/generic,0.458333,1
hurricane-irma-2017,gpt-5.6-luna,damage,0.921053,1.0,api-fast/schema_guided,-0.078947,0
hurricane-irma-2017,gpt-5.6-luna,displacement,0.631579,0.666667,api-strong/schema_guided,-0.035088,0
hurricane-irma-2017,gpt-5.6-luna,education,0.631579,0.583333,api-fast/schema_guided,0.048246,0
hurricane-irma-2017,gpt-5.6-luna,food,0.578947,0.458333,api-fast/schema_guided,0.120614,0
hurricane-irma-2017,gpt-5.6-luna,funding,0.315789,0.625,api-strong/schema_guided,-0.309211,0
hurricane-irma-2017,gpt-5.6-luna,health,0.447368,0.416667,api-strong/schema_guided,0.030702,0
hurricane-irma-2017,gpt-5.6-luna,needs_gaps,0.710526,1.0,api-strong/schema_guided,-0.289474,0
hurricane-irma-2017,gpt-5.6-luna,response_actions,0.947368,1.0,api-fast/generic,-0.052632,0
hurricane-irma-2017,gpt-5.6-luna,shelter,0.552632,0.791667,api-strong/schema_guided,-0.239035,0
hurricane-irma-2017,gpt-5.6-luna,sourcing,1.0,1.0,api-fast/generic,0.0,0
hurricane-irma-2017,gpt-5.6-luna,wash,0.736842,0.75,api-fast/schema_guided,-0.013158,0
hurricane-irma-2017,gemini-3.7-flash,access,0.789474,0.958333,api-strong/schema_guided,-0.16886,0
hurricane-irma-2017,gemini-3.7-flash,casualties,0.868421,1.0,api-fast/schema_guided,-0.131579,0
hurricane-irma-2017,gemini-3.7-flash,coordination,0.868421,0.875,api-fast/schema_guided,-0.006579,0
hurricane-irma-2017,gemini-3.7-flash,currency_and_metadata,1.0,0.666667,api-fast/schema_guided,0.333333,0
hurricane-irma-2017,gemini-3.7-flash,damage,0.868421,1.0,api-strong/schema_guided,-0.131579,0
hurricane-irma-2017,gemini-3.7-flash,displacement,0.789474,0.833333,api-strong/schema_guided,-0.04386,0
hurricane-irma-2017,gemini-3.7-flash,education,0.684211,0.541667,api-fast/schema_guided,0.142544,0
hurricane-irma-2017,gemini-3.7-flash,food,0.526316,0.458333,api-strong/schema_guided,0.067982,0
hurricane-irma-2017,gemini-3.7-flash,funding,0.289474,0.875,api-fast/schema_guided,-0.585526,0
hurricane-irma-2017,gemini-3.7-flash,health,0.184211,0.416667,api-strong/schema_guided,-0.232456,0
hurricane-irma-2017,gemini-3.7-flash,needs_gaps,0.657895,0.791667,api-strong/schema_guided,-0.133772,0
hurricane-irma-2017,gemini-3.7-flash,response_actions,0.947368,1.0,api-fast/schema_guided,-0.052632,0
hurricane-irma-2017,gemini-3.7-flash,shelter,0.473684,0.583333,api-strong/schema_guided,-0.109649,0
hurricane-irma-2017,gemini-3.7-flash,sourcing,0.947368,1.0,api-fast/schema_guided,-0.052632,0
hurricane-irma-2017,gemini-3.7-flash,wash,0.736842,0.666667,api-fast/schema_guided,0.070175,0
hurricane-maria-2017,gpt-5.6-luna,access,0.9,1.0,api-strong/generic,-0.1,0
hurricane-maria-2017,gpt-5.6-luna,casualties,0.84,0.954545,api-fast/schema_guided,-0.114545,0
hurricane-maria-2017,gpt-5.6-luna,coordination,0.9,0.85,api-strong/schema_guided,0.05,0
hurricane-maria-2017,gpt-5.6-luna,currency_and_metadata,0.84,0.636364,api-fast/schema_guided,0.203636,0
hurricane-maria-2017,gpt-5.6-luna,damage,0.92,1.0,api-fast/generic,-0.08,0
hurricane-maria-2017,gpt-5.6-luna,displacement,0.62,0.55,api-strong/schema_guided,0.07,0
hurricane-maria-2017,gpt-5.6-luna,education,0.48,0.35,api-strong/schema_guided,0.13,0
hurricane-maria-2017,gpt-5.6-luna,food,0.7,0.65,api-strong/schema_guided,0.05,0
hurricane-maria-2017,gpt-5.6-luna,funding,0.54,0.590909,api-fast/schema_guided,-0.050909,0
hurricane-maria-2017,gpt-5.6-luna,health,0.4,0.5,api-fast/generic,-0.1,0
hurricane-maria-2017,gpt-5.6-luna,needs_gaps,0.92,1.0,api-strong/schema_guided,-0.08,0
hurricane-maria-2017,gpt-5.6-luna,response_actions,0.96,1.0,api-fast/generic,-0.04,0
hurricane-maria-2017,gpt-5.6-luna,shelter,0.64,0.590909,api-fast/schema_guided,0.049091,0
hurricane-maria-2017,gpt-5.6-luna,sourcing,0.98,1.0,api-fast/generic,-0.02,0
hurricane-maria-2017,gpt-5.6-luna,wash,0.8,0.818182,api-fast/schema_guided,-0.018182,0
hurricane-maria-2017,gemini-3.7-flash,access,0.74,1.0,api-fast/schema_guided,-0.26,0
hurricane-maria-2017,gemini-3.7-flash,casualties,0.8,1.0,api-strong/schema_guided,-0.2,0
hurricane-maria-2017,gemini-3.7-flash,coordination,0.94,0.9,api-strong/schema_guided,0.04,0
hurricane-maria-2017,gemini-3.7-flash,currency_and_metadata,1.0,0.65,api-strong/schema_guided,0.35,0
hurricane-maria-2017,gemini-3.7-flash,damage,0.84,1.0,api-fast/schema_guided,-0.16,0
hurricane-maria-2017,gemini-3.7-flash,displacement,0.64,0.6,api-strong/schema_guided,0.04,0
hurricane-maria-2017,gemini-3.7-flash,education,0.48,0.35,api-strong/schema_guided,0.13,0
hurricane-maria-2017,gemini-3.7-flash,food,0.62,0.6,api-strong/schema_guided,0.02,0
hurricane-maria-2017,gemini-3.7-flash,funding,0.58,0.909091,api-fast/schema_guided,-0.329091,0
hurricane-maria-2017,gemini-3.7-flash,health,0.16,0.5,api-strong/schema_guided,-0.34,0
hurricane-maria-2017,gemini-3.7-flash,needs_gaps,0.84,0.95,api-strong/schema_guided,-0.11,0
hurricane-maria-2017,gemini-3.7-flash,response_actions,0.94,1.0,api-fast/generic,-0.06,0
hurricane-maria-2017,gemini-3.7-flash,shelter,0.56,0.55,api-strong/schema_guided,0.01,0
hurricane-maria-2017,gemini-3.7-flash,sourcing,0.88,1.0,api-fast/schema_guided,-0.12,0
hurricane-maria-2017,gemini-3.7-flash,wash,0.74,0.863636,api-fast/schema_guided,-0.123636,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,access,0.535714,0.291667,api-fast/schema_guided,0.244048,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,casualties,0.928571,0.958333,api-fast/schema_guided,-0.029762,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,coordination,0.642857,0.5,api-fast/schema_guided,0.142857,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,currency_and_metadata,0.928571,0.541667,api-fast/schema_guided,0.386905,1
puebla-mexico-earthquake-2017,gpt-5.6-luna,damage,0.892857,0.833333,api-strong/schema_guided,0.059524,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,displacement,0.642857,0.291667,api-strong/generic,0.35119,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,education,0.607143,0.458333,api-strong/schema_guided,0.14881,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,food,0.107143,0.291667,api-fast/generic,-0.184524,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,funding,0.107143,0.625,api-fast/schema_guided,-0.517857,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,health,0.321429,0.291667,api-fast/generic,0.029762,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,needs_gaps,0.285714,0.625,api-strong/schema_guided,-0.339286,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,response_actions,0.928571,1.0,api-fast/schema_guided,-0.071429,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,shelter,0.428571,0.5,api-fast/schema_guided,-0.071429,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,sourcing,1.0,1.0,api-fast/schema_guided,0.0,0
puebla-mexico-earthquake-2017,gpt-5.6-luna,wash,0.142857,0.208333,api-fast/generic,-0.065476,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,access,0.392857,0.25,api-fast/schema_guided,0.142857,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,casualties,0.928571,0.875,api-fast/generic,0.053571,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,coordination,0.571429,0.5,api-fast/schema_guided,0.071429,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,currency_and_metadata,1.0,0.791667,api-fast/schema_guided,0.208333,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,damage,0.892857,0.833333,api-fast/schema_guided,0.059524,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,displacement,0.678571,0.208333,api-fast/schema_guided,0.470238,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,education,0.642857,0.333333,api-fast/schema_guided,0.309524,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,food,0.035714,0.25,api-strong/schema_guided,-0.214286,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,funding,0.178571,0.833333,api-strong/schema_guided,-0.654762,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,health,0.035714,0.25,api-strong/schema_guided,-0.214286,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,needs_gaps,0.142857,0.541667,api-strong/schema_guided,-0.39881,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,response_actions,0.769231,0.916667,api-fast/schema_guided,-0.147436,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,shelter,0.142857,0.5,api-strong/schema_guided,-0.357143,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,sourcing,1.0,1.0,api-fast/schema_guided,0.0,0
puebla-mexico-earthquake-2017,gemini-3.7-flash,wash,0.107143,0.208333,api-strong/schema_guided,-0.10119,0
kerala-floods-2018,gpt-5.6-luna,access,0.857143,1.0,api-fast/generic,-0.142857,0
kerala-floods-2018,gpt-5.6-luna,casualties,0.928571,1.0,api-fast/schema_guided,-0.071429,0
kerala-floods-2018,gpt-5.6-luna,coordination,0.857143,1.0,api-fast/schema_guided,-0.142857,0
kerala-floods-2018,gpt-5.6-luna,currency_and_metadata,0.857143,0.5,api-fast/generic,0.357143,1
kerala-floods-2018,gpt-5.6-luna,damage,1.0,1.0,api-fast/schema_guided,0.0,0
kerala-floods-2018,gpt-5.6-luna,displacement,0.928571,1.0,api-strong/schema_guided,-0.071429,0
kerala-floods-2018,gpt-5.6-luna,education,0.357143,0.5,api-fast/schema_guided,-0.142857,0
kerala-floods-2018,gpt-5.6-luna,food,0.428571,0.9,api-fast/schema_guided,-0.471429,0
kerala-floods-2018,gpt-5.6-luna,funding,0.285714,0.7,api-fast/generic,-0.414286,0
kerala-floods-2018,gpt-5.6-luna,health,0.428571,0.6,api-strong/schema_guided,-0.171429,0
kerala-floods-2018,gpt-5.6-luna,needs_gaps,0.785714,1.0,api-fast/generic,-0.214286,0
kerala-floods-2018,gpt-5.6-luna,response_actions,1.0,1.0,api-fast/generic,0.0,0
kerala-floods-2018,gpt-5.6-luna,shelter,0.642857,0.8,api-fast/schema_guided,-0.157143,0
kerala-floods-2018,gpt-5.6-luna,sourcing,1.0,1.0,api-fast/generic,0.0,0
kerala-floods-2018,gpt-5.6-luna,wash,0.785714,0.9,api-fast/schema_guided,-0.114286,0
kerala-floods-2018,gemini-3.7-flash,access,0.833333,1.0,api-fast/schema_guided,-0.166667,0
kerala-floods-2018,gemini-3.7-flash,casualties,1.0,1.0,api-fast/schema_guided,0.0,0
kerala-floods-2018,gemini-3.7-flash,coordination,0.857143,1.0,api-fast/schema_guided,-0.142857,0
kerala-floods-2018,gemini-3.7-flash,currency_and_metadata,1.0,0.8,api-strong/schema_guided,0.2,0
kerala-floods-2018,gemini-3.7-flash,damage,1.0,1.0,api-fast/schema_guided,0.0,0
kerala-floods-2018,gemini-3.7-flash,displacement,1.0,1.0,api-fast/schema_guided,0.0,0
kerala-floods-2018,gemini-3.7-flash,education,0.428571,0.6,api-fast/schema_guided,-0.171429,0
kerala-floods-2018,gemini-3.7-flash,food,0.5,1.0,api-strong/schema_guided,-0.5,0
kerala-floods-2018,gemini-3.7-flash,funding,0.5,1.0,api-fast/generic,-0.5,0
kerala-floods-2018,gemini-3.7-flash,health,0.428571,0.5,api-fast/schema_guided,-0.071429,0
kerala-floods-2018,gemini-3.7-flash,needs_gaps,0.857143,1.0,api-fast/generic,-0.142857,0
kerala-floods-2018,gemini-3.7-flash,response_actions,1.0,1.0,api-fast/generic,0.0,0
kerala-floods-2018,gemini-3.7-flash,shelter,0.5,0.6,api-fast/schema_guided,-0.1,0
kerala-floods-2018,gemini-3.7-flash,sourcing,1.0,1.0,api-fast/generic,0.0,0
kerala-floods-2018,gemini-3.7-flash,wash,0.785714,1.0,api-fast/schema_guided,-0.214286,0