{"id":"W4402731657","doi":"10.23977/jaip.2024.070315","title":"Siamese Network-Based Text Similarity Algorithm Research","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Similarity (geometry); Computer science; Algorithm; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001163647,0.0005995319,0.0009264801,0.001988503,0.0004900215,0.001473048,0.001622304,0.001164538,0.003559266],"category_scores_gemma":[0.005588303,0.0002911157,0.0007460724,0.002300382,0.0008724536,0.003712436,0.0009014721,0.001197175,0.001172625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367403,"about_ca_system_score_gemma":0.001165828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006421442,"about_ca_topic_score_gemma":0.004507732,"domain_scores_codex":[0.9990721,0.0001939764,0.00008098604,0.0002946894,0.0003085966,0.00004966424],"domain_scores_gemma":[0.998342,0.0006158391,0.0001507131,0.0002220265,0.0005964554,0.00007293681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002013148,0.0002372661,0.001916752,0.0003253391,0.0002218992,0.0001518987,0.0001857807,0.3093434,0.01006186,0.09312119,0.006338702,0.5778945],"study_design_scores_gemma":[0.000009768495,0.00004234917,0.0003247762,0.000007882115,0.00001353365,0.00004400259,0.0000135547,0.9782515,0.002116388,0.01638811,0.002779375,0.000008793008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02195607,0.002364395,0.9685686,0.0005315556,0.0002273274,0.0000866178,0.0001053509,0.000699323,0.00546088],"genre_scores_gemma":[0.5141857,0.0032892,0.4600018,0.0004558422,0.0005349091,0.0002220932,0.0008386293,0.0003147926,0.02015702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006421442,"threshold_uncertainty_score":0.01276815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152017498653385,"score_gpt":0.4580224853169203,"score_spread":0.3428207354515818,"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."}}