{"id":"W4317931697","doi":"10.1561/2200000096","title":"Graph Neural Networks for Natural Language Processing: A Survey","year":2023,"lang":"en","type":"article","venue":"Foundations and Trends® in Machine Learning","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":269,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Artificial neural network; Graph; Natural language processing; Artificial intelligence; Theoretical computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007465766,0.001077042,0.0008989007,0.001922033,0.0003062095,0.00131283,0.001454489,0.001117234,0.004069373],"category_scores_gemma":[0.002038073,0.0004829556,0.0006297667,0.003733234,0.0005972346,0.003343272,0.0009172628,0.001679975,0.001777666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008522369,"about_ca_system_score_gemma":0.00104565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003430318,"about_ca_topic_score_gemma":0.00461192,"domain_scores_codex":[0.9996321,0.00007546683,0.00003691584,0.00008194503,0.0001483379,0.00002519062],"domain_scores_gemma":[0.9993197,0.0004274387,0.00003445782,0.00005684342,0.00013664,0.00002497329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006594764,0.000107659,0.001381564,0.003141216,0.0001081916,0.0001078121,0.000103015,0.02638583,0.00136771,0.06381799,0.02475765,0.8786554],"study_design_scores_gemma":[0.0000288385,0.0001851928,0.002171279,0.00170817,0.0001375588,0.0006673785,0.000194391,0.2753172,0.002997412,0.2672083,0.4493024,0.00008190596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008530721,0.5473284,0.4086911,0.004255169,0.0008294965,0.0002399116,0.001028878,0.001374156,0.02772212],"genre_scores_gemma":[0.08656467,0.7320541,0.1660543,0.001187246,0.001357186,0.0003130786,0.002468653,0.0003126966,0.009687953],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004069373,"threshold_uncertainty_score":0.01361334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218011106607913,"score_gpt":0.3132030583237363,"score_spread":0.2910229472576571,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}