| Unveiling Knowledge Utilization Mechanisms in LLM-based Retrieval-Augmented Generation | May 17, 2025 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Scaling Reasoning can Improve Factuality in Large Language Models | May 16, 2025 | Knowledge GraphsLarge Language Model | CodeCode Available | 0 |
| Benchmarking LLM-based Relevance Judgment Methods | Apr 17, 2025 | BenchmarkingOpen-Domain Question Answering | CodeCode Available | 0 |
| Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task | Apr 4, 2025 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| CoRAG: Collaborative Retrieval-Augmented Generation | Apr 2, 2025 | Few-Shot LearningOpen-Domain Question Answering | —Unverified | 0 |
| Dense Passage Retrieval in Conversational Search | Mar 21, 2025 | Conversational SearchInformation Retrieval | CodeCode Available | 0 |
| Knowledge-Aware Iterative Retrieval for Multi-Agent Systems | Mar 17, 2025 | Evidence SelectionLarge Language Model | —Unverified | 0 |
| Optimizing open-domain question answering with graph-based retrieval augmented generation | Mar 4, 2025 | BenchmarkingLanguage Modeling | —Unverified | 0 |
| Beyond Prompting: An Efficient Embedding Framework for Open-Domain Question Answering | Mar 3, 2025 | Contrastive LearningOpen-Domain Question Answering | —Unverified | 0 |
| WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval | Feb 28, 2025 | Dataset GenerationOpen-Domain Question Answering | —Unverified | 0 |
| From Retrieval to Generation: Comparing Different Approaches | Feb 27, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Few-Shot Multilingual Open-Domain QA from 5 Examples | Feb 27, 2025 | Few-Shot LearningOpen-Domain Question Answering | CodeCode Available | 0 |
| RA-MTR: A Retrieval Augmented Multi-Task Reader based Approach for Inspirational Quote Extraction from Long Documents | Feb 17, 2025 | ArticlesOpen-Domain Question Answering | CodeCode Available | 0 |
| RoseRAG: Robust Retrieval-augmented Generation with Small-scale LLMs via Margin-aware Preference Optimization | Feb 16, 2025 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| ASRank: Zero-Shot Re-Ranking with Answer Scent for Document Retrieval | Jan 25, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Passage Segmentation of Documents for Extractive Question Answering | Jan 17, 2025 | ChunkingExtractive Question-Answering | —Unverified | 0 |
| Parallel Key-Value Cache Fusion for Position Invariant RAG | Jan 13, 2025 | DecoderOpen-Domain Question Answering | —Unverified | 0 |
| Improving Generated and Retrieved Knowledge Combination Through Zero-shot Generation | Dec 25, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design | Dec 8, 2024 | Knowledge GraphsOpen-Domain Question Answering | —Unverified | 0 |
| DynRank: Improving Passage Retrieval with Dynamic Zero-Shot Prompting Based on Question Classification | Nov 30, 2024 | Open-Domain Question AnsweringPassage Retrieval | —Unverified | 0 |
| Do LLMs Understand Ambiguity in Text? A Case Study in Open-world Question Answering | Nov 19, 2024 | Fact CheckingOpen-Domain Question Answering | —Unverified | 0 |
| Invar-RAG: Invariant LLM-aligned Retrieval for Better Generation | Nov 11, 2024 | HallucinationInformation Retrieval | —Unverified | 0 |
| JudgeRank: Leveraging Large Language Models for Reasoning-Intensive Reranking | Oct 31, 2024 | Code CompletionOpen-Domain Question Answering | —Unverified | 0 |
| Improve Dense Passage Retrieval with Entailment Tuning | Oct 21, 2024 | Open-Domain Question AnsweringPassage Retrieval | —Unverified | 0 |
| Advancing Large Language Model Attribution through Self-Improving | Oct 17, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Open Domain Question Answering with Conflicting Contexts | Oct 16, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| BanglaQuAD: A Bengali Open-domain Question Answering Dataset | Oct 14, 2024 | ArticlesOpen-Domain Question Answering | —Unverified | 0 |
| LoRE: Logit-Ranked Retriever Ensemble for Enhancing Open-Domain Question Answering | Oct 13, 2024 | Answer GenerationLanguage Modeling | —Unverified | 0 |
| Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems | Sep 29, 2024 | FairnessOpen-Domain Question Answering | CodeCode Available | 0 |
| Detecting Temporal Ambiguity in Questions | Sep 25, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 0 |
| A Multimodal Dense Retrieval Approach for Speech-Based Open-Domain Question Answering | Sep 20, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Statistical Framework for Data-dependent Retrieval-Augmented Models | Aug 27, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Towards Human-Level Understanding of Complex Process Engineering Schematics: A Pedagogical, Introspective Multi-Agent Framework for Open-Domain Question Answering | Aug 24, 2024 | knowledge editingOpen-Domain Question Answering | —Unverified | 0 |
| Enhancing Robustness of Retrieval-Augmented Language Models with In-Context Learning | Aug 8, 2024 | In-Context LearningMachine Reading Comprehension | —Unverified | 0 |
| Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy Contexts | Aug 2, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Entropy-Based Decoding for Retrieval-Augmented Large Language Models | Jun 25, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 0 |
| QPaug: Question and Passage Augmentation for Open-Domain Question Answering of LLMs | Jun 20, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 0 |
| Towards Robust Evaluation: A Comprehensive Taxonomy of Datasets and Metrics for Open Domain Question Answering in the Era of Large Language Models | Jun 19, 2024 | BenchmarkingOpen-Domain Question Answering | —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 |
| CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation | Jun 8, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| SPAGHETTI: Open-Domain Question Answering from Heterogeneous Data Sources with Retrieval and Semantic Parsing | Jun 1, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models | May 31, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 0 |
| Passage-specific Prompt Tuning for Passage Reranking in Question Answering with Large Language Models | May 31, 2024 | Open-Domain Question AnsweringPassage Reranking | CodeCode Available | 0 |
| Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action | May 28, 2024 | Conversational Question AnsweringHallucination | —Unverified | 0 |
| Accurate and Nuanced Open-QA Evaluation Through Textual Entailment | May 26, 2024 | Natural Language InferenceOpen-Domain Question Answering | CodeCode Available | 0 |
| Large Language Models Can Self-Correct with Key Condition Verification | May 23, 2024 | Arithmetic ReasoningMath | —Unverified | 0 |
| AGRaME: Any-Granularity Ranking with Multi-Vector Embeddings | May 23, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Improving Long Text Understanding with Knowledge Distilled from Summarization Model | May 8, 2024 | Abstractive Text SummarizationDocument Classification | —Unverified | 0 |
| Compressing Long Context for Enhancing RAG with AMR-based Concept Distillation | May 6, 2024 | Abstract Meaning RepresentationOpen-Domain Question Answering | —Unverified | 0 |
| Stochastic RAG: End-to-End Retrieval-Augmented Generation through Expected Utility Maximization | May 5, 2024 | Fact VerificationOpen-Domain Question Answering | —Unverified | 0 |
