| Loki: An Open-Source Tool for Fact Verification | Oct 2, 2024 | Claim VerificationFact Checking | CodeCode Available | 5 |
| Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks | May 22, 2020 | Fact VerificationQuestion Answering | CodeCode Available | 4 |
| AlignScore: Evaluating Factual Consistency with a Unified Alignment Function | May 26, 2023 | Fact VerificationInformation Retrieval | CodeCode Available | 4 |
| ReAct: Synergizing Reasoning and Acting in Language Models | Oct 6, 2022 | Decision MakingFact Verification | CodeCode Available | 4 |
| Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection | Oct 17, 2023 | Fact VerificationQuestion Answering | CodeCode Available | 4 |
| Learning to Filter Context for Retrieval-Augmented Generation | Nov 14, 2023 | Extractive Question-AnsweringFact Verification | CodeCode Available | 2 |
| Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding | Jan 9, 2024 | Fact VerificationIn-Context Learning | CodeCode Available | 2 |
| Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs | Jun 13, 2024 | Arithmetic ReasoningFact Verification | CodeCode Available | 2 |
| Reasoning-Table: Exploring Reinforcement Learning for Table Reasoning | Jun 2, 2025 | Fact VerificationLanguage Modeling | CodeCode Available | 2 |
| SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation | Dec 17, 2024 | Fact VerificationKnowledge Graphs | CodeCode Available | 2 |
| SemViQA: A Semantic Question Answering System for Vietnamese Information Fact-Checking | Mar 2, 2025 | Fact CheckingFact Verification | CodeCode Available | 2 |
| Precise Zero-Shot Dense Retrieval without Relevance Labels | Dec 20, 2022 | Fact VerificationInstruction Following | CodeCode Available | 2 |
| TART: An Open-Source Tool-Augmented Framework for Explainable Table-based Reasoning | Sep 18, 2024 | Fact VerificationQuestion Answering | CodeCode Available | 2 |
| Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts | Feb 24, 2025 | BenchmarkingFact Verification | CodeCode Available | 2 |
| Revealing the Importance of Semantic Retrieval for Machine Reading at Scale | Sep 17, 2019 | Fact VerificationInformation Retrieval | CodeCode Available | 1 |
| EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification | Oct 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 |
| Assessing the Limitations of Large Language Models in Clinical Fact Decomposition | Dec 17, 2024 | Fact VerificationSentence | CodeCode Available | 1 |
| Re2G: Retrieve, Rerank, Generate | Jul 13, 2022 | Fact CheckingFact Verification | CodeCode Available | 1 |
| Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks | Dec 16, 2021 | AttributeFact Verification | CodeCode Available | 1 |
| ProoFVer: Natural Logic Theorem Proving for Fact Verification | Aug 25, 2021 | Automated Theorem Provingcounterfactual | CodeCode Available | 1 |
| ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples | Oct 22, 2022 | Fact VerificationQuestion Answering | CodeCode Available | 1 |
| CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge | Sep 3, 2021 | Fact CheckingFact Verification | CodeCode Available | 1 |
| Evidence-based Factual Error Correction | Jun 2, 2021 | Fact CheckingFact Verification | CodeCode Available | 1 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | CodeCode Available | 1 |
| Large Language Models are few(1)-shot Table Reasoners | Oct 13, 2022 | Fact VerificationIn-Context Learning | CodeCode Available | 1 |
| LOREN: Logic-Regularized Reasoning for Interpretable Fact Verification | Dec 25, 2020 | Claim VerificationFact Verification | CodeCode Available | 1 |
| KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models | Oct 17, 2023 | Fact VerificationKnowledge Graphs | CodeCode Available | 1 |
| HIPPO: Enhancing the Table Understanding Capability of Large Language Models through Hybrid-Modal Preference Optimization | Feb 24, 2025 | DiversityFact Verification | CodeCode Available | 1 |
| KILT: a Benchmark for Knowledge Intensive Language Tasks | Sep 4, 2020 | Entity LinkingFact Checking | CodeCode Available | 1 |
| Paragraph-based Transformer Pre-training for Multi-Sentence Inference | May 2, 2022 | Answer SelectionFact Verification | CodeCode Available | 1 |
| GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification | Jul 22, 2019 | Fact Verification | CodeCode Available | 1 |
| Decker: Double Check with Heterogeneous Knowledge for Commonsense Fact Verification | May 10, 2023 | Fact VerificationQuestion Answering | CodeCode Available | 1 |
| Evidence-based Factual Error Correction | Dec 31, 2020 | Fact CheckingFact Verification | CodeCode Available | 1 |
| GERE: Generative Evidence Retrieval for Fact Verification | Apr 12, 2022 | Claim VerificationFact Verification | CodeCode Available | 1 |
| Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective | Feb 16, 2022 | Fact VerificationNatural Language Inference | CodeCode Available | 1 |
| Factual Confidence of LLMs: on Reliability and Robustness of Current Estimators | Jun 19, 2024 | Fact VerificationQuestion Answering | CodeCode Available | 1 |
| FaVIQ: FAct Verification from Information-seeking Questions | Jul 5, 2021 | Fact CheckingFact Verification | CodeCode Available | 1 |
| FEVEROUS: Fact Extraction and VERification Over Unstructured and Structured information | Jun 10, 2021 | Fact VerificationMisinformation | CodeCode Available | 1 |
| A Paragraph-level Multi-task Learning Model for Scientific Fact-Verification | Dec 28, 2020 | Fact VerificationMisinformation | CodeCode Available | 1 |
| Hierarchical Multi-head Attentive Network for Evidence-aware Fake News Detection | Feb 4, 2021 | Fact VerificationFake News Detection | CodeCode Available | 1 |
| Attribute First, then Generate: Locally-attributable Grounded Text Generation | Mar 25, 2024 | AttributeDocument Summarization | CodeCode Available | 1 |
| H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables | Jun 29, 2024 | Fact VerificationMathematical Reasoning | CodeCode Available | 1 |
| AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT | Nov 14, 2022 | Domain AdaptationFact Verification | CodeCode Available | 1 |
| COVID-VTS: Fact Extraction and Verification on Short Video Platforms | Feb 15, 2023 | Fact CheckingFact Selection | CodeCode Available | 1 |
| Factify 2: A Multimodal Fake News and Satire News Dataset | Apr 8, 2023 | ArticlesClaim Verification | CodeCode Available | 1 |
| CHECKWHY: Causal Fact Verification via Argument Structure | Aug 20, 2024 | Fact VerificationLogical Reasoning | CodeCode Available | 1 |
| ChartCheck: Explainable Fact-Checking over Real-World Chart Images | Nov 13, 2023 | Fact CheckingFact Verification | CodeCode Available | 1 |
| FactKG: Fact Verification via Reasoning on Knowledge Graphs | May 11, 2023 | Fact VerificationKnowledge Graphs | CodeCode Available | 1 |
| Get Your Vitamin C! Robust Fact Verification with Contrastive Evidence | Mar 15, 2021 | Adversarial Natural Language InferenceFact Checking | CodeCode Available | 1 |
| PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training | Nov 5, 2022 | Fact CheckingFact Verification | CodeCode Available | 1 |
