{ "eval_version": "v2.0", "method": "cross-survey-authority", "description": "Papers with \u226530 in-corpus references used as survey proxies. Labels based on how many surveys cite each paper (authority signal). Hard negatives are papers cited by OTHER surveys but not this one.", "data_source": "siddhm11/researchit-reranker-data/citations/citations.parquet", "num_surveys": 500, "num_eval_surveys": 14, "num_train_surveys": 486, "total_rows": 60574, "hard_negatives_per_query": 30, "min_references": 30, "label_scheme": { "4": "Essential (\u226510 surveys cite this paper)", "3": "Relevant (\u22655 surveys cite this paper)", "2": "Useful (\u22652 surveys cite this paper)", "1": "Niche (only 1 survey cites this paper)", "0": "Hard negative (cited by other surveys, NOT this one)" }, "label_distribution": { "2": 14664, "1": 24112, "3": 4085, "4": 2713, "0": 15000 } }