{"id":"W7131272134","doi":"10.1109/icoiics67115.2025.11390508","title":"TranslingoX: Real-Time Translation System for Indian Languages","year":2025,"lang":"","type":"article","venue":"","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Machine translation; Speech translation; Rule-based machine translation; Computer-assisted translation; Representation (politics); Translation system; Translation (biology)","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":[0.0004968683,0.00109066,0.0005399681,0.0006349137,0.0005486147,0.0009543429,0.0009537325,0.0004609569,0.01262593],"category_scores_gemma":[0.0009053762,0.000288744,0.0006141072,0.0005571924,0.0002503125,0.001374121,0.001291871,0.0009334427,0.008901286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004097803,"about_ca_system_score_gemma":0.0008930648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002990808,"about_ca_topic_score_gemma":0.004107637,"domain_scores_codex":[0.9997317,0.00004194695,0.00003411974,0.00008867188,0.00005631422,0.00004716096],"domain_scores_gemma":[0.9997326,0.00003574855,0.00002197436,0.00006490998,0.0001074898,0.00003740418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002074622,0.0004269434,0.003169695,0.001181068,0.0001990795,0.00204749,0.001110674,0.007685934,0.1730963,0.006607204,0.2020781,0.6003228],"study_design_scores_gemma":[0.0007405304,0.00148006,0.006869584,0.0002194166,0.0004415989,0.002782971,0.001396898,0.2820643,0.3533386,0.01124689,0.338939,0.0004801457],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09742127,0.001652683,0.4319848,0.0007060832,0.001674909,0.0006610437,0.01258153,0.4192545,0.0340632],"genre_scores_gemma":[0.4977894,0.001106502,0.3987794,0.0008602723,0.0002717087,0.0006906083,0.04516758,0.01066297,0.04467145],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01262593,"threshold_uncertainty_score":0.04223794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011196135576642,"score_gpt":0.293154682125705,"score_spread":0.281958546549063,"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."}}