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Add V5 results

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  1. eval_v2/v5_eval_results.json +138 -0
eval_v2/v5_eval_results.json ADDED
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+ {
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+ "model": "V5",
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+ "features": [
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+ "cand_cited_by",
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+ "cand_refs",
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+ "survey_refs",
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+ "co_citation",
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+ "bib_coupling",
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+ "jaccard",
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+ "adamic_adar",
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+ "n_surveys_citing",
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+ "n_total_cit",
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+ "cited_by_survey_refs",
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+ "hub_score",
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+ "authority",
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+ "authority_ratio",
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+ "year_diff",
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+ "is_newer",
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+ "pref_attach",
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+ "indirect_cit",
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+ "cand_citation_count",
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+ "cand_influential_cit",
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+ "same_category",
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+ "cand_recency",
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+ "cit_ratio",
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+ "cand_age_years",
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+ "survey_citation_count",
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+ "cit_per_year"
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+ ],
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+ "num_features": 25,
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+ "metrics": {
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+ "ndcg@10": 1.0,
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+ "hard_neg_auc": 0.8367518691894439,
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+ "mrr": 0.9382716049382716
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+ },
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+ "feature_importance": [
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+ {
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+ "f": "n_surveys_citing",
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+ "i": 33610.03427093569
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+ },
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+ {
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+ "f": "cand_cited_by",
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+ "i": 5473.262965915725
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+ },
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+ {
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+ "f": "hub_score",
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+ "i": 1090.9751255121082
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+ },
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+ {
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+ "f": "survey_refs",
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+ "i": 1035.7450321940705
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+ },
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+ {
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+ "f": "cand_recency",
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+ "i": 970.9841798022389
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+ },
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+ {
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+ "f": "n_total_cit",
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+ "i": 939.4337191255763
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+ },
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+ {
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+ "f": "survey_citation_count",
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+ "i": 927.2334140073508
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+ },
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+ {
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+ "f": "cand_influential_cit",
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+ "i": 715.6924514118582
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+ },
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+ {
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+ "f": "same_category",
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+ "i": 607.3218726748601
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+ },
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+ {
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+ "f": "cited_by_survey_refs",
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+ "i": 584.1888177180663
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+ },
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+ {
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+ "f": "authority",
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+ "i": 578.5719946101308
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+ },
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+ {
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+ "f": "cit_ratio",
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+ "i": 571.5529085090384
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+ },
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+ {
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+ "f": "year_diff",
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+ "i": 566.3474437119439
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+ },
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+ {
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+ "f": "cit_per_year",
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+ "i": 487.4531460739672
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+ },
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+ {
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+ "f": "pref_attach",
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+ "i": 474.953755245544
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+ },
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+ {
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+ "f": "cand_age_years",
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+ "i": 450.05624829325825
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+ },
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+ {
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+ "f": "authority_ratio",
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+ "i": 404.013142907992
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+ },
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+ {
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+ "f": "cand_citation_count",
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+ "i": 328.2113908044994
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+ },
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+ {
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+ "f": "adamic_adar",
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+ "i": 276.42846376635134
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+ },
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+ {
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+ "f": "is_newer",
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+ "i": 242.44030845165253
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+ },
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+ {
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+ "f": "indirect_cit",
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+ "i": 123.05330572463572
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+ },
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+ {
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+ "f": "co_citation",
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+ "i": 65.44761579390615
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+ },
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+ {
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+ "f": "jaccard",
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+ "i": 45.59257882926613
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+ },
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+ {
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+ "f": "cand_refs",
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+ "i": 41.46722808852792
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+ },
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+ {
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+ "f": "bib_coupling",
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+ "i": 19.3214054396376
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+ }
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+ ]
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+ }