| CRAFT: Training-Free Cascaded Retrieval for Tabular QA | May 21, 2025 | Natural Language QueriesNatural Questions | —Unverified | 0 |
| PoisonArena: Uncovering Competing Poisoning Attacks in Retrieval-Augmented Generation | May 18, 2025 | MisinformationNatural Questions | CodeCode Available | 0 |
| GRADA: Graph-based Reranker against Adversarial Documents Attack | May 12, 2025 | Natural QuestionsRAG | CodeCode Available | 0 |
| Pre-training vs. Fine-tuning: A Reproducibility Study on Dense Retrieval Knowledge Acquisition | May 12, 2025 | Contrastive LearningDecoder | CodeCode Available | 0 |
| Chain-of-Defensive-Thought: Structured Reasoning Elicits Robustness in Large Language Models against Reference Corruption | Apr 29, 2025 | Natural Questions | —Unverified | 0 |
| S1-Bench: A Simple Benchmark for Evaluating System 1 Thinking Capability of Large Reasoning Models | Apr 14, 2025 | Natural Questions | CodeCode Available | 0 |
| Towards Fully Exploiting LLM Internal States to Enhance Knowledge Boundary Perception | Feb 17, 2025 | MMLUNatural Questions | —Unverified | 0 |
| CacheFocus: Dynamic Cache Re-Positioning for Efficient Retrieval-Augmented Generation | Feb 16, 2025 | Natural QuestionsRetrieval | —Unverified | 0 |
| Optimizing Knowledge Integration in Retrieval-Augmented Generation with Self-Selection | Feb 10, 2025 | Natural QuestionsRAG | —Unverified | 0 |
| DragonVerseQA: Open-Domain Long-Form Context-Aware Question-Answering | Dec 21, 2024 | ArticlesForm | CodeCode Available | 0 |
| Advanced RAG Models with Graph Structures: Optimizing Complex Knowledge Reasoning and Text Generation | Nov 6, 2024 | Graph Neural NetworkKnowledge Graphs | —Unverified | 0 |
| ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope Questions | Oct 18, 2024 | HallucinationNatural Questions | CodeCode Available | 0 |
| Local Explanations and Self-Explanations for Assessing Faithfulness in black-box LLMs | Sep 18, 2024 | Natural Questions | —Unverified | 0 |
| Investigating Context-Faithfulness in Large Language Models: The Roles of Memory Strength and Evidence Style | Sep 17, 2024 | Natural QuestionsRAG | —Unverified | 0 |
| AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation | Jun 27, 2024 | AutoMLEfficient Exploration | —Unverified | 0 |
| Unifying Multimodal Retrieval via Document Screenshot Embedding | Jun 17, 2024 | Language ModellingNatural Questions | —Unverified | 0 |
| Scaling the Vocabulary of Non-autoregressive Models for Efficient Generative Retrieval | Jun 10, 2024 | Inference OptimizationInformation Retrieval | —Unverified | 0 |
| RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation | Jun 9, 2024 | Document RankingNatural Questions | CodeCode Available | 0 |
| DGRC: An Effective Fine-tuning Framework for Distractor Generation in Chinese Multi-choice Reading Comprehension | May 29, 2024 | Distractor GenerationMultiple-choice | —Unverified | 0 |
| KazQAD: Kazakh Open-Domain Question Answering Dataset | Apr 6, 2024 | Information RetrievalMachine Translation | CodeCode Available | 0 |
| Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision | Feb 26, 2024 | Answer GenerationCross-Lingual Question Answering | CodeCode Available | 0 |
| Summarization-Based Document IDs for Generative Retrieval with Language Models | Nov 14, 2023 | ArticlesLanguage Modeling | CodeCode Available | 0 |
| ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks | Oct 19, 2023 | HallucinationHallucination Evaluation | —Unverified | 0 |
| Retrieval meets Long Context Large Language Models | Oct 4, 2023 | 16k4k | —Unverified | 0 |
| Diversifying Question Generation over Knowledge Base via External Natural Questions | Sep 23, 2023 | DiversityNatural Questions | —Unverified | 0 |
| On Monotonic Aggregation for Open-domain QA | Aug 8, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction | Jul 7, 2023 | Bayesian OptimizationChatbot | CodeCode Available | 0 |
| When to Read Documents or QA History: On Unified and Selective Open-domain QA | Jun 7, 2023 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Information Association for Language Model Updating by Mitigating LM-Logical Discrepancy | May 29, 2023 | Answer GenerationArticles | —Unverified | 0 |
| RFiD: Towards Rational Fusion-in-Decoder for Open-Domain Question Answering | May 26, 2023 | DecoderNatural Questions | CodeCode Available | 0 |
| CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing | May 19, 2023 | Fact CheckingNatural Questions | CodeCode Available | 0 |
| TOME: A Two-stage Approach for Model-based Retrieval | May 18, 2023 | Natural QuestionsRetrieval | —Unverified | 0 |
| MeeQA: Natural Questions in Meeting Transcripts | May 15, 2023 | Natural QuestionsQuestion Answering | CodeCode Available | 0 |
| Noise-Robust Dense Retrieval via Contrastive Alignment Post Training | Apr 6, 2023 | Data AugmentationDocument Ranking | —Unverified | 0 |
| Quick Dense Retrievers Consume KALE: Post Training Kullback Leibler Alignment of Embeddings for Asymmetrical dual encoders | Mar 31, 2023 | Knowledge DistillationLanguage Modeling | —Unverified | 0 |
| Uncovering Challenges of Solving the Continuous Gromov-Wasserstein Problem | Mar 10, 2023 | Natural QuestionsWord Embeddings | CodeCode Available | 0 |
| Zero-shot Clarifying Question Generation for Conversational Search | Jan 30, 2023 | Conversational SearchNatural Questions | —Unverified | 0 |
| DSI++: Updating Transformer Memory with New Documents | Dec 19, 2022 | Continual LearningNatural Questions | —Unverified | 0 |
| Momentum Contrastive Pre-training for Question Answering | Dec 12, 2022 | BenchmarkingContrastive Learning | —Unverified | 0 |
| Closed-book Question Generation via Contrastive Learning | Oct 13, 2022 | Contrastive LearningNatural Questions | CodeCode Available | 0 |
| Improving Question Answering with Generation of NQ-like Questions | Oct 12, 2022 | Natural QuestionsQuestion Answering | —Unverified | 0 |
| LFKQG: A Controlled Generation Framework with Local Fine-tuning for Question Generation over Knowledge Bases | Oct 1, 2022 | Natural QuestionsQuestion Generation | —Unverified | 0 |
| PROD: Progressive Distillation for Dense Retrieval | Sep 27, 2022 | Knowledge DistillationNatural Questions | CodeCode Available | 0 |
| Promptagator: Few-shot Dense Retrieval From 8 Examples | Sep 23, 2022 | Information RetrievalNatural Questions | —Unverified | 0 |
| DPTDR: Deep Prompt Tuning for Dense Passage Retrieval | Aug 24, 2022 | Language ModellingNatural Questions | CodeCode Available | 0 |
| Masked Autoencoders As The Unified Learners For Pre-Trained Sentence Representation | Jul 30, 2022 | Contrastive LearningNatural Questions | —Unverified | 0 |
| Natural Questions in Icelandic | Jun 1, 2022 | Extractive Question-AnsweringNatural Questions | —Unverified | 0 |
| Unfooling Perturbation-Based Post Hoc Explainers | May 29, 2022 | Adversarial AttackAnomaly Detection | CodeCode Available | 0 |
| A Copy-Augmented Generative Model for Open-Domain Question Answering | May 1, 2022 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| GNN-encoder: Learning a Dual-encoder Architecture via Graph Neural Networks for Dense Passage Retrieval | Apr 18, 2022 | Natural QuestionsPassage Retrieval | —Unverified | 0 |