finetune the language model for task of natural language inference
-
Updated
Jun 11, 2023 - Python
#
nli
Here are 181 public repositories matching this topic...
Welcome to the Neural Language Interface (NLI) Explain project! This repository is dedicated to exploring and explaining the decision-making process of BERT models in the context of Natural Language Inference (NLI) tasks. We employ Feature Interaction methods to shed light on why BERT makes specific predictions in NLI.
nlp natural-language-processing deep-neural-networks deep-learning machine-learning-algorithms neural-networks deep-learning-algorithms natural-language-inference nli xai bert-model large-language-models llm
-
Updated
Oct 14, 2023 - Jupyter Notebook
This is the DEMO Vietnamese SBERT project that I put my heart into most clearly.
-
Updated
May 7, 2023 - Jupyter Notebook
Application of Transformers for NLI task with SNLI dataset
-
Updated
Apr 1, 2023 - Jupyter Notebook
LLM uncertainty attribution overlays: token uncertainty, diff, contrastive likelihood, and NLI span localization in Gradio.
python verification transformers gradio uncertainty-estimation entailment nli explainable-ai llm huggingface-spaces semantic-uncertainty hallucination-detection token-level uncertainty-attribution
-
Updated
Jun 21, 2026 - Python
MedQA-NLI is a comprehensive medical reasoning dataset comprising 42,889 instances designed for training and evaluating models on natural language inference (NLI) tasks in biomedical domains.
-
Updated
Oct 27, 2025
A contradiction-aware RAG pipeline that surfaces source disagreement instead of averaging it away. Extracts atomic claims with byte-exact provenance, canonicalizes them into a claim graph, classifies supports/refutes relations, and synthesizes answers that report conflicts with evidence.
-
Updated
Aug 25, 2026 - Python
This repository is to understand Attention mechanism for the Classification task. The task used here for explanation is Recognizing Textual Entailment. It is a Natural Language Inference task.
language natural-language-processing classification attention attention-mechanism natural-language-inference natural natural-language-understanding attention-model attention-is-all-you-need understanding nli attention-classification
-
Updated
Jun 29, 2020
A vibe-coded news summarizer that combines Seq2Seq generation, NLI-based consistency checking, NER-driven entity tracking, and SBERT semantic embeddings to deliver context-aware summaries.
-
Updated
Sep 20, 2025 - Python
Hallucination-resistant multi-hop QA using hybrid BM25+FAISS retrieval, cross-encoder reranking, citation selection, and NLI-based verification. Evaluated on HotpotQA (7,405 examples), zero-shot.
nlp question-answering bm25 zero-shot-learning reranking nli faiss rag multi-hop-reasoning hotpotqa cross-encoder llm bertscore ollama hallucination-detection gemma-4
-
Updated
May 26, 2026 - Python
📃⚖️🙅 Pipeline to detect contradictions in policy documents using NLP and transformers.
-
Updated
Apr 20, 2023 - Jupyter Notebook
Learning to Infer from Unlabeled Data: A Semi-supervised Learning Approach for Robust Natural Language Inference
-
Updated
May 1, 2023 - Python
Breaking and fixing the SNLI benchmark. Generating challenge sets to expose artifacts and mitigating them with targeted ELECTRA fine-tuning.
python nlp machine-learning natural-language-processing pytorch adversarial-machine-learning electra nli model-robustness huggingface-transformers adversarial-ml
-
Updated
Apr 20, 2026 - Jupyter Notebook
AI-powered climate statement fact-checker using LangGraph, Azure OpenAI, and DeBERTa NLI to detect contradictions against the IPCC AR6 report
-
Updated
Feb 22, 2026 - TeX
Fully offline, GPU-accelerated RAG system for confidential board documents. Hybrid retrieval (BM25 + BGE-M3 dense + RRF + cross-encoder reranking), Qwen3-14B on vLLM, NLI hallucination guard with governance-aware verb checks, page-level citations, AES-256 ephemeral sessions. Zero network egress.
react privacy offline-first cuda bm25 pdf-parsing nli rag fastapi vector-search document-ai hybrid-search qdrant llm vllm local-llm retrieval-augmented-generation qwen enterprise-ai hallucination-detection
-
Updated
Jul 16, 2026 - Python
Natural Language Understanding - Natural Language Inference Coursework
-
Updated
May 14, 2025 - Jupyter Notebook
Bachelor Thesis comparing two Relation-Inference Datasets
python nlp data-science thesis evaluation embeddings natural-language-inference textual-entailment nli
-
Updated
Sep 25, 2017 - Python
Add this topic to your repo
To associate your repository with the nli topic, visit your repo's landing page and select "manage topics."