| Constructing and Evaluating Declarative RAG Pipelines in PyTerrier | Jun 12, 2025 | Natural QuestionsRAG | CodeCode Available | 1 |
| Retrieval-Augmented Generation as Noisy In-Context Learning: A Unified Theory and Risk Bounds | Jun 3, 2025 | In-Context LearningNatural Questions | —Unverified | 0 |
| 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 |
| Pre-training vs. Fine-tuning: A Reproducibility Study on Dense Retrieval Knowledge Acquisition | May 12, 2025 | Contrastive LearningDecoder | CodeCode Available | 0 |
| GRADA: Graph-based Reranker against Adversarial Documents Attack | May 12, 2025 | Natural QuestionsRAG | 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 |
| Lightweight and Direct Document Relevance Optimization for Generative Information Retrieval | Apr 7, 2025 | Information RetrievalNatural Questions | CodeCode Available | 1 |
| 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 |
| FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection | Aug 12, 2024 | Answer GenerationDecoder | CodeCode Available | 1 |
| AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation | Jun 27, 2024 | AutoMLEfficient Exploration | —Unverified | 0 |
| LLaSA: A Multimodal LLM for Human Activity Analysis Through Wearable and Smartphone Sensors | Jun 20, 2024 | 16kInstruction Following | CodeCode Available | 1 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| 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 |
| GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning | May 30, 2024 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 3 |