Datasets:
case int64 1 126 | gt_step int64 0 9 | gt_agent stringlengths 10 43 | candidates listlengths 3 3 | judge_raw stringlengths 34 69 | pred dict |
|---|---|---|---|---|---|
1 | 0 | Excel_Expert | [
{
"step": 2,
"agent": "BusinessLogic_Expert",
"deviation": 4.329455655504089
},
{
"step": 0,
"agent": "Excel_Expert",
"deviation": 4.095182481383982
},
{
"step": 4,
"agent": "DataVerification_Expert",
"deviation": 2.250669670470927
}
] | {"step": 2, "agent": "BusinessLogic_Expert"} | {
"step": 2,
"agent": "BusinessLogic_Expert"
} |
10 | 5 | Validation_Expert | [
{
"step": 9,
"agent": "Validation_Expert",
"deviation": 5.099799699041803
},
{
"step": 7,
"agent": "Validation_Expert",
"deviation": 5.0093474117911905
},
{
"step": 4,
"agent": "Validation_Expert",
"deviation": 3.248700060529381
}
] | {"step": 1, "agent": "Validation_Expert"} | null |
100 | 2 | Movie_Expert | [
{
"step": 9,
"agent": "StreamingService_Expert",
"deviation": 10.677582083520852
},
{
"step": 5,
"agent": "StreamingService_Expert",
"deviation": 9.831813571928002
},
{
"step": 7,
"agent": "StreamingService_Expert",
"deviation": 7.395399750239696
}
] | {"step": 9, "agent": "StreamingService_Expert"} | {
"step": 9,
"agent": "StreamingService_Expert"
} |
101 | 2 | Tickets_Pricing_Expert | [
{
"step": 6,
"agent": "Verification_Expert",
"deviation": 5.70567480301167
},
{
"step": 0,
"agent": "Tickets_Pricing_Expert",
"deviation": 4.666485419597272
},
{
"step": 1,
"agent": "Tickets_Pricing_Expert",
"deviation": 3.238085831750434
}
] | {"step": 6, "agent": "Verification_Expert"} | {
"step": 6,
"agent": "Verification_Expert"
} |
102 | 1 | Filmography_Expert | [
{
"step": 5,
"agent": "IMDB_Ratings_Expert",
"deviation": 5.887559061798438
},
{
"step": 0,
"agent": "Filmography_Expert",
"deviation": 3.9090992532732542
},
{
"step": 8,
"agent": "IMDB_Ratings_Expert",
"deviation": 3.7006988241070875
}
] | {"step": 5, "agent": "IMDB_Ratings_Expert"} | {
"step": 5,
"agent": "IMDB_Ratings_Expert"
} |
103 | 3 | DataVerification_Expert | [
{
"step": 9,
"agent": "DataVerification_Expert",
"deviation": 3.6637183386300247
},
{
"step": 3,
"agent": "DataVerification_Expert",
"deviation": 3.244314919053629
},
{
"step": 1,
"agent": "Location-Based_Services_Expert",
"deviation": 2.382605149001669
}
] | {"step": 1, "agent": "Location-Based_Services_Expert"} | {
"step": 1,
"agent": "Location-Based_Services_Expert"
} |
104 | 0 | PythonDebugging_Expert | [
{
"step": 0,
"agent": "PythonDebugging_Expert",
"deviation": 3.550118657813994
},
{
"step": 5,
"agent": "PythonDebugging_Expert",
"deviation": 3.344062656947028
},
{
"step": 2,
"agent": "PythonDebugging_Expert",
"deviation": 2.95014058754012
}
] | {"step": 2, "agent": "PythonDebugging_Expert"} | {
"step": 2,
"agent": "PythonDebugging_Expert"
} |
105 | 6 | Verification_Expert | [
{
"step": 4,
"agent": "Fitness_Expert",
"deviation": 3.756345466128878
},
{
"step": 0,
"agent": "Local_Knowledge_Expert",
"deviation": 3.7044651498753587
},
{
"step": 3,
"agent": "Fitness_Expert",
"deviation": 3.5295228501516203
}
] | {"step": 3, "agent": "Fitness_Expert"} | {
"step": 3,
"agent": "Fitness_Expert"
} |
106 | 0 | DataAnalysis_Expert | [
{
"step": 3,
"agent": "RealEstate_Expert",
"deviation": 5.363704583065063
},
{
"step": 0,
"agent": "DataAnalysis_Expert",
"deviation": 3.637012098711636
},
{
"step": 1,
"agent": "Verification_Expert",
"deviation": 2.2853224071554052
}
] | {"step": 3, "agent": "RealEstate_Expert"} | {
"step": 3,
"agent": "RealEstate_Expert"
} |
107 | 6 | Verification_Expert | [
{
"step": 7,
"agent": "Genomics_Expert",
"deviation": 4.6971230061433245
},
{
"step": 0,
"agent": "Genomics_Expert",
"deviation": 3.5213086146255996
},
{
"step": 4,
"agent": "Bioinformatics_Expert",
"deviation": 3.389417128844715
}
] | {"step": 1, "agent": "Genomics_Expert"} | null |
108 | 8 | Corporate_Governance_Expert | [
{
"step": 9,
"agent": "Corporate_Governance_Expert",
"deviation": 5.6195260206174815
},
{
"step": 0,
"agent": "Corporate_Governance_Expert",
"deviation": 3.64976751579165
},
{
"step": 2,
"agent": "Corporate_Governance_Expert",
"deviation": 3.0828773953997013
}
] | {"step":9,"agent":"Corporate_Governance_Expert"} | {
"step": 9,
"agent": "Corporate_Governance_Expert"
} |
109 | 1 | Verification_Expert | [
{
"step": 7,
"agent": "Geography_Expert",
"deviation": 3.8333565755986814
},
{
"step": 9,
"agent": "Grocery_Expert",
"deviation": 3.4563180288361735
},
{
"step": 0,
"agent": "Geography_Expert",
"deviation": 2.956914713070927
}
] | {"step": 7, "agent": "Geography_Expert"} | {
"step": 7,
"agent": "Geography_Expert"
} |
11 | 6 | InformationVerification_Expert | [
{
"step": 4,
"agent": "DataAnalysis_Expert",
"deviation": 4.571235235038653
},
{
"step": 0,
"agent": "Latin_American_Music_Expert",
"deviation": 4.494122242290328
},
{
"step": 8,
"agent": "InformationVerification_Expert",
"deviation": 3.6527604444145285
}
] | {"step": 4, "agent": "DataAnalysis_Expert"} | {
"step": 4,
"agent": "DataAnalysis_Expert"
} |
110 | 5 | Verification_Expert | [
{
"step": 0,
"agent": "DataCollection_Expert",
"deviation": 3.5045936609714787
},
{
"step": 5,
"agent": "Verification_Expert",
"deviation": 2.942624326829693
},
{
"step": 8,
"agent": "DataCollection_Expert",
"deviation": 2.7438653055262323
}
] | {"step": 5, "agent": "Verification_Expert"} | {
"step": 5,
"agent": "Verification_Expert"
} |
111 | 8 | Verification_Expert | [
{
"step": 1,
"agent": "Verification_Expert",
"deviation": 3.526815794435107
},
{
"step": 0,
"agent": "DataAnalysis_Expert",
"deviation": 3.1582675188622917
},
{
"step": 8,
"agent": "Verification_Expert",
"deviation": 2.870113190829013
}
] | {"step": 1, "agent": "Verification_Expert"} | {
"step": 1,
"agent": "Verification_Expert"
} |
112 | 4 | HistoricalWeatherData_Expert | [
{
"step": 9,
"agent": "HistoricalWeatherData_Expert",
"deviation": 5.7699475292296025
},
{
"step": 0,
"agent": "HistoricalWeatherData_Expert",
"deviation": 4.00049397442676
},
{
"step": 8,
"agent": "Validation_Expert",
"deviation": 2.726429612498436
}
] | {"step": 1,"agent":"HistoricalWeatherData_Expert"} | null |
113 | 7 | Reviews_Expert | [
{
"step": 8,
"agent": "Hiking_Expert",
"deviation": 4.6235753497324055
},
{
"step": 0,
"agent": "Hiking_Expert",
"deviation": 4.49479681556198
},
{
"step": 3,
"agent": "Verification_Expert",
"deviation": 3.873243292076595
}
] | {"step": 8, "agent": "Hiking_Expert"} | {
"step": 8,
"agent": "Hiking_Expert"
} |
114 | 1 | Verification_Expert | [
{
"step": 0,
"agent": "DataAnalysis_Expert",
"deviation": 5.248941231670345
},
{
"step": 3,
"agent": "Verification_Expert",
"deviation": 3.481982888389482
},
{
"step": 1,
"agent": "Verification_Expert",
"deviation": 2.7279579065432524
}
] | {"step": 2, "agent": "Verification_Expert"} | null |
115 | 1 | Verification_Expert | [
{
"step": 0,
"agent": "ProblemSolving_Expert",
"deviation": 2.5651964332613755
},
{
"step": 1,
"agent": "Verification_Expert",
"deviation": 2.5307545709881887
},
{
"step": 3,
"agent": "ArithmeticProgressions_Expert",
"deviation": 2.062753669170017
}
] | {"step": 1, "agent": "Verification_Expert"} | {
"step": 1,
"agent": "Verification_Expert"
} |
116 | 7 | DataAnalysis_Expert | [
{
"step": 0,
"agent": "DataAnalysis_Expert",
"deviation": 4.8160067587959
},
{
"step": 7,
"agent": "DataAnalysis_Expert",
"deviation": 4.4201832539140264
},
{
"step": 1,
"agent": "DataManipulation_Expert",
"deviation": 3.798709918227645
}
] | {"step": 1, "agent": "DataManipulation_Expert"} | {
"step": 1,
"agent": "DataManipulation_Expert"
} |
117 | 0 | JSON_Expert | [
{
"step": 3,
"agent": "Debugging_Expert",
"deviation": 4.610689494965085
},
{
"step": 0,
"agent": "JSON_Expert",
"deviation": 3.2326374640739672
},
{
"step": 1,
"agent": "Debugging_Expert",
"deviation": 2.3835299461324313
}
] | {"step": 3, "agent": "Debugging_Expert"} | {
"step": 3,
"agent": "Debugging_Expert"
} |
118 | 1 | Statistics_Expert | [
{
"step": 9,
"agent": "WeatherData_Expert",
"deviation": 8.076010059303876
},
{
"step": 5,
"agent": "Verification_Expert",
"deviation": 6.916994913197975
},
{
"step": 7,
"agent": "Statistics_Expert",
"deviation": 3.062873996530297
}
] | {"step":9,"agent":"WeatherData_Expert"} | {
"step": 9,
"agent": "WeatherData_Expert"
} |
119 | 0 | Geometry_Expert | [
{
"step": 6,
"agent": "LocalHistorian_Expert",
"deviation": 5.7642752616399
},
{
"step": 0,
"agent": "Geometry_Expert",
"deviation": 3.6030383448509022
},
{
"step": 4,
"agent": "VerificationExpert",
"deviation": 2.892016516546411
}
] | {"step": 6, "agent": "LocalHistorian_Expert"} | {
"step": 6,
"agent": "LocalHistorian_Expert"
} |
12 | 1 | Verification_Expert | [
{
"step": 3,
"agent": "MBTA_FranciscoFoxboroLine_Expert",
"deviation": 4.3671733160197
},
{
"step": 0,
"agent": "MBTA_FranciscoFoxboroLine_Expert",
"deviation": 4.338911854606784
},
{
"step": 1,
"agent": "Verification_Expert",
"deviation": 2.607864331723715
}
] | {"step": 1, "agent": "Verification_Expert"} | {
"step": 1,
"agent": "Verification_Expert"
} |
120 | 8 | Vegan_Food_Expert | [
{
"step": 5,
"agent": "Verification_Expert",
"deviation": 7.625764894271461
},
{
"step": 0,
"agent": "Food_Expert",
"deviation": 5.106249822508948
},
{
"step": 9,
"agent": "Verification_Expert",
"deviation": 3.791207163818056
}
] | {"step": 0, "agent": "Food_Expert"} | {
"step": 0,
"agent": "Food_Expert"
} |
121 | 1 | Debugging_Expert | [
{
"step": 3,
"agent": "Debugging_Expert",
"deviation": 5.031057162342745
},
{
"step": 0,
"agent": "JSON_Expert",
"deviation": 2.360989015291721
},
{
"step": 1,
"agent": "Debugging_Expert",
"deviation": 2.332485683894356
}
] | {"step": 3, "agent": "Debugging_Expert"} | {
"step": 3,
"agent": "Debugging_Expert"
} |
122 | 3 | BingAPI_Expert | [
{
"step": 1,
"agent": "Accessibility_Expert",
"deviation": 6.373443356841262
},
{
"step": 0,
"agent": "BingAPI_Expert",
"deviation": 5.998889440888856
},
{
"step": 9,
"agent": "Verification_Expert",
"deviation": 4.846201095723444
}
] | {"step": 1, "agent": "Accessibility_Expert"} | {
"step": 1,
"agent": "Accessibility_Expert"
} |
123 | 3 | Paintball_Expert | [
{
"step": 0,
"agent": "Karting_Expert",
"deviation": 4.451906180468042
},
{
"step": 3,
"agent": "Paintball_Expert",
"deviation": 3.650920614111193
},
{
"step": 9,
"agent": "Paintball_Expert",
"deviation": 3.036142763701028
}
] | {"step":3,"agent":"Paintball_Expert"} | {
"step": 3,
"agent": "Paintball_Expert"
} |
124 | 8 | Research_Expert | [
{
"step": 2,
"agent": "Research_Expert",
"deviation": 3.665143685517409
},
{
"step": 0,
"agent": "Research_Expert",
"deviation": 3.1413472920387537
},
{
"step": 7,
"agent": "Validation_Expert",
"deviation": 2.998337742632063
}
] | {"step":2,"agent":"Research_Expert"} | {
"step": 2,
"agent": "Research_Expert"
} |
125 | 5 | MartialArts_Expert | [
{
"step": 5,
"agent": "MartialArts_Expert",
"deviation": 5.7722380407666165
},
{
"step": 6,
"agent": "MartialArts_Expert",
"deviation": 5.002485180445527
},
{
"step": 1,
"agent": "MartialArts_Expert",
"deviation": 4.506484361469548
}
] | {"step": 1, "agent": "MartialArts_Expert"} | {
"step": 1,
"agent": "MartialArts_Expert"
} |
126 | 5 | CorporateHistory_IPOs_MondayCom_Expert | [
{
"step": 5,
"agent": "CorporateHistory_IPOs_MondayCom_Expert",
"deviation": 4.7223583835020095
},
{
"step": 3,
"agent": "CorporateHistory_IPOs_MondayCom_Expert",
"deviation": 4.473985984626466
},
{
"step": 0,
"agent": "CorporateHistory_IPOs_MondayCom_Expert",
"deviation"... | {"step": 1, "agent": "CorporateHistory_IPOs_MondayCom_Expert"} | null |
13 | 4 | ArtHistory_Expert | [
{
"step": 0,
"agent": "ArtHistory_Expert",
"deviation": 5.0797848683843725
},
{
"step": 1,
"agent": "Chinese_Zodiac_Expert",
"deviation": 3.640836333400699
},
{
"step": 5,
"agent": "ArtHistory_Expert",
"deviation": 3.530209597828712
}
] | {"step": 1, "agent": "Chinese_Zodiac_Expert"} | {
"step": 1,
"agent": "Chinese_Zodiac_Expert"
} |
14 | 2 | Culinary_Awards_Expert | [
{
"step": 0,
"agent": "Ali_Khan_Shows_and_New_Mexican_Cuisine_Expert",
"deviation": 3.585151817906442
},
{
"step": 5,
"agent": "Culinary_Awards_Expert",
"deviation": 3.3845666259363085
},
{
"step": 7,
"agent": "Ali_Khan_Shows_and_New_Mexican_Cuisine_Expert",
"deviation": ... | {"step": 5, "agent": "Culinary_Awards_Expert"} | {
"step": 5,
"agent": "Culinary_Awards_Expert"
} |
15 | 6 | Boggle_Board_Expert | [
{
"step": 6,
"agent": "Verification_Expert",
"deviation": 3.349985521705012
},
{
"step": 8,
"agent": "Boggle_Board_Expert",
"deviation": 3.092738577819027
},
{
"step": 3,
"agent": "Boggle_Board_Expert",
"deviation": 2.9998649578481693
}
] | {"step": 3, "agent": "Boggle_Board_Expert"} | {
"step": 3,
"agent": "Boggle_Board_Expert"
} |
16 | 1 | Narration_Expert | [
{
"step": 0,
"agent": "Video_Analyst_Expert",
"deviation": 4.431688341883323
},
{
"step": 4,
"agent": "Narration_Expert",
"deviation": 3.6976058349063634
},
{
"step": 7,
"agent": "Verification_Expert",
"deviation": 3.570087092525933
}
] | {"step": 0, "agent": "Video_Analyst_Expert"} | {
"step": 0,
"agent": "Video_Analyst_Expert"
} |
17 | 4 | Statistics_Expert | [
{
"step": 0,
"agent": "MarineBiology_Expert",
"deviation": 4.598975795094775
},
{
"step": 3,
"agent": "Verification_Expert",
"deviation": 4.026868034631974
},
{
"step": 8,
"agent": "Statistics_Expert",
"deviation": 2.9825288715929754
}
] | {"step": 1, "agent": "MarineBiology_Expert"} | null |
18 | 7 | Poetry_Expert | [
{
"step": 0,
"agent": "Poetry_Expert",
"deviation": 3.5894664022278118
},
{
"step": 8,
"agent": "Literature_Expert",
"deviation": 3.2884318362553273
},
{
"step": 2,
"agent": "Literature_Expert",
"deviation": 2.97636536885608
}
] | {"step":2,"agent":"Literature_Expert"} | {
"step": 2,
"agent": "Literature_Expert"
} |
19 | 0 | Debugging_Problem_Solving_Expert | [
{
"step": 0,
"agent": "Debugging_Problem_Solving_Expert",
"deviation": 5.762569215762883
},
{
"step": 7,
"agent": "Debugging_Problem_Solving_Expert",
"deviation": 4.500473193610036
},
{
"step": 3,
"agent": "Debugging_Problem_Solving_Expert",
"deviation": 4.367288028222031... | {"step": 0, "agent": "Debugging_Problem_Solving_Expert"} | {
"step": 0,
"agent": "Debugging_Problem_Solving_Expert"
} |
2 | 2 | Verification_Expert | [
{
"step": 0,
"agent": "DataAnalysis_Expert",
"deviation": 3.9653309661787106
},
{
"step": 4,
"agent": "Statistics_Expert",
"deviation": 3.3712619181496746
},
{
"step": 2,
"agent": "Verification_Expert",
"deviation": 3.0962718421122357
}
] | {"step": 2, "agent": "Verification_Expert"} | {
"step": 2,
"agent": "Verification_Expert"
} |
20 | 0 | WebServing_Expert | [
{
"step": 1,
"agent": "WebServing_Expert",
"deviation": 3.870813509875882
},
{
"step": 5,
"agent": "Verification_Expert",
"deviation": 3.3294450333628256
},
{
"step": 7,
"agent": "WebServing_Expert",
"deviation": 2.9141725149864675
}
] | {"step": 1, "agent": "WebServing_Expert"} | {
"step": 1,
"agent": "WebServing_Expert"
} |
21 | 0 | Lyrics_Expert | [
{
"step": 1,
"agent": "MusicHistorian_Expert",
"deviation": 5.016047029631286
},
{
"step": 3,
"agent": "Linguistics_Expert",
"deviation": 2.627703224754551
},
{
"step": 2,
"agent": "Lyrics_Expert",
"deviation": 2.184193888758224
}
] | {"step": 1, "agent": "MusicHistorian_Expert"} | {
"step": 1,
"agent": "MusicHistorian_Expert"
} |
22 | 0 | PythonDebugging_Expert | [
{
"step": 2,
"agent": "UnitTesting_Expert",
"deviation": 4.349397638189119
},
{
"step": 5,
"agent": "PythonDebugging_Expert",
"deviation": 3.490878391403734
},
{
"step": 0,
"agent": "PythonDebugging_Expert",
"deviation": 3.4258980227575253
}
] | {"step":2,"agent":"UnitTesting_Expert"} | {
"step": 2,
"agent": "UnitTesting_Expert"
} |
23 | 3 | Church_Historian_Expert | [
{
"step": 3,
"agent": "Church_Historian_Expert",
"deviation": 3.842891922957212
},
{
"step": 7,
"agent": "DataVerification_Expert",
"deviation": 2.7482966247605893
},
{
"step": 9,
"agent": "Church_Historian_Expert",
"deviation": 2.510187037293383
}
] | {"step": 3, "agent": "Church_Historian_Expert"} | {
"step": 3,
"agent": "Church_Historian_Expert"
} |
24 | 0 | PythonDebugging_Expert | [
{
"step": 2,
"agent": "PythonDebugging_Expert",
"deviation": 4.3500013522128
},
{
"step": 0,
"agent": "PythonDebugging_Expert",
"deviation": 4.008529656432684
},
{
"step": 9,
"agent": "Verification_Expert",
"deviation": 3.676489397109452
}
] | {"step": 2, "agent": "PythonDebugging_Expert"} | {
"step": 2,
"agent": "PythonDebugging_Expert"
} |
25 | 4 | ModelEvaluation_Interpretation_Expert | [
{
"step": 4,
"agent": "ModelEvaluation_Interpretation_Expert",
"deviation": 3.914032260198925
},
{
"step": 3,
"agent": "Verification_Expert",
"deviation": 3.455702640723525
},
{
"step": 6,
"agent": "ModelEvaluation_Interpretation_Expert",
"deviation": 3.137151368414193
... | {"step": 1, "agent": "ModelEvaluation_Interpretation_Expert"} | null |
26 | 3 | WomenInComputerScienceHistory_Expert | [
{
"step": 4,
"agent": "WomenInComputerScienceHistory_Expert",
"deviation": 6.14661182147575
},
{
"step": 0,
"agent": "WomenInComputerScienceHistory_Expert",
"deviation": 6.016288309052685
},
{
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] | {"step": 2, "agent": "VideoContentAnalysis_Expert"} | null |
7 | 5 | ScientificPaperAnalysis_Expert | [
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70 | 0 | PythonDebugging_Expert | [
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71 | 1 | DataExtraction_Expert | [
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72 | 8 | API_Expert | [
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] | {"step": 2, "agent": "API_Expert"} | {
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73 | 1 | VideoAnalysis_Expert | [
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74 | 4 | MerriamWebsterWordOfTheDay_Historian_Expert | [
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75 | 1 | Data_Collection_Expert | [
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End of preview. Expand in Data Studio
Who&When regen artifacts (thesis experiments)
Prefix-conditioned regeneration caches for training-free failure step attribution on the Who&When benchmark (algorithm-generated split, 126 cases).
Thesis: Shreejan Pandit, MSc, Pokhara University (2026)
Code: thesis-proposal — presentation/experiments
Contents
| Folder | Model | Cases | Notes |
|---|---|---|---|
ablation_outputs/ |
Qwen2.5-14B (Ollama) | 126 alg | Main locked run, k=3, temp=0.8 |
ablation_outputs_api/ |
GPT-4o-mini | 126 alg | API ablation, same prompts |
ablation_outputs_pilot_diverse/ |
Qwen2.5-14B | 24 | Diverse-prompt pilot |
corrective_pilot/ |
GPT-4o-mini | 24 | Corrective-regen pilot |
hybrid_eval/ |
GPT-4o-mini judge | 126 | Always-judge hybrid |
top3_rerank_pilot/ |
GPT-4o-mini judge | 48 | Top-3 rerank pilot |
Each scored step folder contains: prompt.txt, real.txt, regen_1.txt … regen_3.txt.
Usage
huggingface-cli download shreejan6/whowhen-regen-artifacts --local-dir . --repo-type dataset
# Place folders under presentation/experiments/, then:
python run_eval_alg.py --scores-only
Citation
Who&When: Zhang et al., Who&When: Benchmarking Failure Attribution in LLM Multi-Agent Systems.
Original logs: Agents_Failure_Attribution.
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