| 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 |
| 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 |
| Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models | May 31, 2024 | Open-Domain Question AnsweringQuestion Answering | 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 |
| AGRaME: Any-Granularity Ranking with Multi-Vector Embeddings | May 23, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Large Language Models Can Self-Correct with Key Condition Verification | May 23, 2024 | Arithmetic ReasoningMath | —Unverified | 0 |
| TANQ: An open domain dataset of table answered questions | May 13, 2024 | MathOpen-Domain Question Answering | CodeCode Available | 1 |
| 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 |
| Enhancing Contextual Understanding in Large Language Models through Contrastive Decoding | May 4, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Semi-Parametric Retrieval via Binary Bag-of-Tokens Index | May 3, 2024 | Information RetrievalOpen-Domain Question Answering | CodeCode Available | 0 |
| When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively | Apr 30, 2024 | Information RetrievalOpen-Domain Question Answering | CodeCode Available | 0 |
| Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models | Apr 30, 2024 | Entity LinkingFact Verification | CodeCode Available | 0 |
| Spiral of Silence: How is Large Language Model Killing Information Retrieval? -- A Case Study on Open Domain Question Answering | Apr 16, 2024 | Information RetrievalLanguage Modeling | CodeCode Available | 1 |
| Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval | Apr 15, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| KazQAD: Kazakh Open-Domain Question Answering Dataset | Apr 6, 2024 | Information RetrievalMachine Translation | CodeCode Available | 0 |
| Multi-Granularity Guided Fusion-in-Decoder | Apr 3, 2024 | DecoderMulti-Task Learning | CodeCode Available | 1 |
| Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized Contexts | Apr 2, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| Towards Better Generalization in Open-Domain Question Answering by Mitigating Context Memorization | Apr 2, 2024 | MemorizationOpen-Domain Question Answering | —Unverified | 0 |
| Denoising Table-Text Retrieval for Open-Domain Question Answering | Mar 26, 2024 | DenoisingOpen-Domain Question Answering | CodeCode Available | 0 |
| ArabicaQA: A Comprehensive Dataset for Arabic Question Answering | Mar 26, 2024 | BenchmarkingMachine Reading Comprehension | CodeCode Available | 1 |
| Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers | Mar 22, 2024 | Information Retrieval | CodeCode Available | 2 |
| Awakening Augmented Generation: Learning to Awaken Internal Knowledge of Large Language Models for Question Answering | Mar 22, 2024 | Open-Domain Question AnsweringOut-of-Distribution Generalization | CodeCode Available | 0 |
| FIT-RAG: Black-Box RAG with Factual Information and Token Reduction | Mar 21, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Context Quality Matters in Training Fusion-in-Decoder for Extractive Open-Domain Question Answering | Mar 21, 2024 | DecoderLanguage Modeling | —Unverified | 0 |
| DESIRE-ME: Domain-Enhanced Supervised Information REtrieval using Mixture-of-Experts | Mar 20, 2024 | Information RetrievalMixture-of-Experts | CodeCode Available | 0 |
| Beyond Memorization: The Challenge of Random Memory Access in Language Models | Mar 12, 2024 | MemorizationOpen-Domain Question Answering | CodeCode Available | 1 |
| Harnessing Multi-Role Capabilities of Large Language Models for Open-Domain Question Answering | Mar 8, 2024 | Answer GenerationOpen-Domain Question Answering | CodeCode Available | 1 |
| To Generate or to Retrieve? On the Effectiveness of Artificial Contexts for Medical Open-Domain Question Answering | Mar 4, 2024 | MedQAMMLU | CodeCode Available | 1 |
| Answerability in Retrieval-Augmented Open-Domain Question Answering | Mar 3, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Automatic Question-Answer Generation for Long-Tail Knowledge | Mar 3, 2024 | Answer GenerationKnowledge Graphs | —Unverified | 0 |
| Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models | Feb 27, 2024 | Dark Humor DetectionDialogue Generation | —Unverified | 0 |
| REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering | Feb 27, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision | Feb 26, 2024 | Answer GenerationCross-Lingual Question Answering | CodeCode Available | 0 |
| RetrievalQA: Assessing Adaptive Retrieval-Augmented Generation for Short-form Open-Domain Question Answering | Feb 26, 2024 | FormOpen-Domain Question Answering | CodeCode Available | 2 |
| Self-DC: When to Reason and When to Act? Self Divide-and-Conquer for Compositional Unknown Questions | Feb 21, 2024 | Binary ClassificationOpen-Domain Question Answering | —Unverified | 0 |
| PEDANTS: Cheap but Effective and Interpretable Answer Equivalence | Feb 17, 2024 | BenchmarkingForm | CodeCode Available | 2 |
| BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering | Feb 16, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQL | Feb 16, 2024 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 0 |
| A Dataset of Open-Domain Question Answering with Multiple-Span Answers | Feb 15, 2024 | DescriptiveOpen-Domain Question Answering | —Unverified | 0 |
| ITINERA: Integrating Spatial Optimization with Large Language Models for Open-domain Urban Itinerary Planning | Feb 11, 2024 | LLM real-life tasksOpen-Domain Question Answering | CodeCode Available | 2 |
| VerAs: Verify then Assess STEM Lab Reports | Feb 7, 2024 | Automated Essay ScoringOpen-Domain Question Answering | CodeCode Available | 0 |
| A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains | Feb 1, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |