Papers with Code 아카이브

Natural Language Inference

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

전체 기법 전체 데이터셋

하위 태스크: 3
평가표: 43
보존된 평가 기록: 505

Natural language inference (NLI) is the task of determining whether a "hypothesis" is true (entailment), false (contradiction), or undetermined (neutral) given a "premise".

Example:

Premise	Label	Hypothesis
A man inspects the uniform of a figure in some East Asian country.	contradiction	The man is sleeping.
An older and younger man smiling.	neutral	Two men are smiling and laughing at the cats playing on the floor.
A soccer game with multiple males playing.	entailment	Some men are playing a sport.

Approaches used for NLI include earlier symbolic and statistical approaches to more recent deep learning approaches. Benchmark datasets used for NLI include SNLI, MultiNLI, SciTail, among others. You can get hands-on practice on the SNLI task by following this d2l.ai chapter.

Further readings:

Recent Advances in Natural Language Inference: A Survey of Benchmarks, Resources, and Approaches

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/khuangaf/fakingfakenews

공식 코드

Faking Fake News for Real Fake News Detection: Propaganda-loaded Training Data Generation

https://github.com/koeldc/towards-debiasing-translation-artifacts

공식 코드

Towards Debiasing Translation Artifacts

https://github.com/kohpangwei/group_DRO

공식 코드

Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization

https://github.com/kolk/ConfnetPointerGenBaseline

공식 코드

ConfNet2Seq: Full Length Answer Generation from Spoken Questions

https://github.com/korawat-tanwisuth/pouf

공식 코드

POUF: Prompt-oriented unsupervised fine-tuning for large pre-trained models

https://github.com/kovvalsky/LangPro

공식 코드

LangPro: Natural Language Theorem Prover

https://github.com/kovvalsky/prove_sick_nl

공식 코드

A Logic-Based Framework for Natural Language Inference in Dutch

https://github.com/kovvalsky/spacenli

공식 코드

SpaceNLI: Evaluating the Consistency of Predicting Inferences in Space

https://github.com/kowsher/l-tuning

공식 코드

L-TUNING: Synchronized Label Tuning for Prompt and Prefix in LLMs

https://github.com/krishnamrith12/proofver

공식 코드

ProoFVer: Natural Logic Theorem Proving for Fact Verification

https://github.com/kssteven418/I-BERT

공식 코드

I-BERT: Integer-only BERT Quantization

https://github.com/kugwzk/dide

공식 코드

Distilled Dual-Encoder Model for Vision-Language Understanding

https://github.com/kugwzk/distilled-dualencoder

공식 코드

Distilled Dual-Encoder Model for Vision-Language Understanding

https://github.com/kuleshov-group/llmtools

공식 코드

ModuLoRA: Finetuning 2-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers

https://github.com/kuleshov-group/modulora-experiment

공식 코드

ModuLoRA: Finetuning 2-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers

https://github.com/kunalkukreja21/temporal-expressions-evaluation-lm

공식 코드

Probing Language Models for Understanding of Temporal Expressions

https://github.com/kurbanintelligencelab/theorem-of-thought

공식 코드

Theorem-of-Thought: A Multi-Agent Framework for Abductive, Deductive, and Inductive Reasoning in Language Models

https://github.com/lamsoma/auto_nli

공식 코드

Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples

https://github.com/lanwuwei/GigaBERT

공식 코드

An Empirical Study of Pre-trained Transformers for Arabic Information Extraction

https://github.com/lanwuwei/SPM_toolkit

공식 코드

Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering

https://github.com/latynt/ans

공식 코드

Stance Prediction and Claim Verification: An Arabic Perspective

https://github.com/lautaroest/sucpa-convergence

공식 코드

On the Stability of a non-hyperbolic nonlinear map with non-bounded set of non-isolated fixed points with applications to Machine Learning

https://github.com/layneins/Zero-shot-RLHR

공식 코드

Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning

https://github.com/ldilab/ecorag

공식 코드

ECoRAG: Evidentiality-guided Compression for Long Context RAG

https://github.com/leesureman/mot

공식 코드

MoT: Memory-of-Thought Enables ChatGPT to Self-Improve

https://github.com/lgalke/cross-architecture-distillation

공식 코드

General Cross-Architecture Distillation of Pretrained Language Models into Matrix Embeddings

https://github.com/lhl3341/metaladder

공식 코드

MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer

https://github.com/libowen2121/Imitation-Learning-for-Unsup-Parsing

공식 코드

An Imitation Learning Approach to Unsupervised Parsing

https://github.com/lifu-tu/Study-NLP-Robustness

공식 코드

An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models

https://github.com/lighteternal/farfetched_nlp

공식 코드

FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented Environments

https://github.com/lijiazheng99/cue

공식 코드

CUE: An Uncertainty Interpretation Framework for Text Classifiers Built on Pre-Trained Language Models

https://github.com/linweizhedragon/retrieval-augmented-visual-question-answering

공식 코드

Retrieval Augmented Visual Question Answering with Outside Knowledge

https://github.com/livnlp/prompt-robustness

공식 코드

Evaluating the Robustness of Discrete Prompts

https://github.com/liwb1219/hrmf

공식 코드

Exploiting Word Semantics to Enrich Character Representations of Chinese Pre-trained Models

https://github.com/longbai1006/surgical-vqla

공식 코드

Surgical-VQLA: Transformer with Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic Surgery

https://github.com/lsplx/vetesting

공식 코드

VEglue: Testing Visual Entailment Systems via Object-Aligned Joint Erasing

출처: Papers with Code · CC BY-SA 4.0. 아카이브 자료와 새로 수집한 논문은 별도로 관리합니다.