clinc150

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louisowen6 / GAN_BERT_CLINC150

Code Implementation of TDS Article "Semi-supervised Intent Classification with GAN-BERT"

natural-language-processing text-classification generative-adversarial-network gan semi-supervised-learning bert intent-classification clinc150

Updated Aug 19, 2020
Python

tgargiani / OOD-text-classification

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Student project regarding out-of-domain text classification methods comparison on CLINC150 dataset.

nlp text-classification chatbot ood ood-detection clinc150

Updated Mar 8, 2021
Python

drewOrc / cost-aware-hybrid-router

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Cost-aware hybrid router for multi-agent LLM systems: keyword → embedding → LLM cascade. Matches LLM-only accuracy (82.6% vs 82.9%, McNemar p>0.3) with 74% fewer LLM calls on CLINC150.

nlp routing multi-agent-systems claude cost-optimization intent-classification clinc150 llm-agents

Updated Apr 22, 2026
Python

nikkoxgonzales / jev-certify

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Finite-sample guarantees for Jev (TypeSafe's System One). Conformal risk control turns calibrated probabilities into certified routing thresholds; prediction-powered inference audits them. 2,412 decisions on CLINC150 for $0.23 — including the shift and prevalence cases where the guarantee breaks.

typesafe uncertainty-quantification intent-classification conformal-prediction risk-control clinc150 openrouter prediction-powered-inference llm-routing decision-models jev system-one

Updated Sep 21, 2026
Python

danlex / nanolearn

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Frozen encoder + Mahalanobis prototype for class-incremental intent classification. 50+ experiments across BANKING77, CLINC150, HWU64, AG News. Matches fine-tuned baselines at 5MB state with zero forgetting, order-invariance, 455 QPS.

python nlp benchmark machine-learning research reproducible-research pytorch mahalanobis-distance intent-classification continual-learning catastrophic-forgetting few-shot-learning sentence-transformers clinc150 class-incremental-learning prototype-learning banking77 frozen-encoder

Updated Apr 13, 2026
Python

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