| LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding | Apr 25, 2024 | GSM8KHellaSwag | CodeCode Available | 3 |
| Longformer: The Long-Document Transformer | Apr 10, 2020 | DecoderLanguage Modeling | CodeCode Available | 3 |
| Scaling Language Models: Methods, Analysis & Insights from Training Gopher | Dec 8, 2021 | Abstract AlgebraAnachronisms | CodeCode Available | 2 |
| LinkBERT: Pretraining Language Models with Document Links | Mar 29, 2022 | Document ClassificationLanguage Modeling | CodeCode Available | 2 |
| Relevance-guided Supervision for OpenQA with ColBERT | Jul 1, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 2 |
| Efficient Passage Retrieval with Hashing for Open-domain Question Answering | Jun 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Exploring Hint Generation Approaches in Open-Domain Question Answering | Sep 24, 2024 | Hint GenerationOpen-Domain Question Answering | CodeCode Available | 1 |
| Recurrent Chunking Mechanisms for Long-Text Machine Reading Comprehension | May 16, 2020 | ChunkingMachine Reading Comprehension | CodeCode Available | 1 |
| Generator-Retriever-Generator Approach for Open-Domain Question Answering | Jul 21, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension | May 9, 2017 | Reading ComprehensionSentence | CodeCode Available | 1 |
| Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering | Nov 10, 2019 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| A Neural Corpus Indexer for Document Retrieval | Jun 6, 2022 | DecoderRetrieval | CodeCode Available | 1 |
| Recitation-Augmented Language Models | Oct 4, 2022 | Natural QuestionsQuestion Answering | CodeCode Available | 1 |
| Multi-Granularity Guided Fusion-in-Decoder | Apr 3, 2024 | DecoderMulti-Task Learning | CodeCode Available | 1 |
| Unfamiliar Finetuning Examples Control How Language Models Hallucinate | Mar 8, 2024 | MMLUMultiple-choice | 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 |
| RECONSIDER: Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering | Oct 21, 2020 | Machine Reading ComprehensionNatural Questions | CodeCode Available | 1 |
| Retaining Key Information under High Compression Ratios: Query-Guided Compressor for LLMs | Jun 4, 2024 | Question AnsweringTriviaQA | CodeCode Available | 1 |
| Simple and Effective Multi-Paragraph Reading Comprehension | Oct 29, 2017 | Question AnsweringReading Comprehension | CodeCode Available | 1 |
| Text and Code Embeddings by Contrastive Pre-Training | Jan 24, 2022 | Code SearchLinear-Probe Classification | CodeCode Available | 1 |
| A Memory Efficient Baseline for Open Domain Question Answering | Dec 30, 2020 | Dimensionality ReductionOpen-Domain Question Answering | CodeCode Available | 1 |
| Generation-Augmented Retrieval for Open-domain Question Answering | Sep 17, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| R2-D2: A Modular Baseline for Open-Domain Question Answering | Sep 8, 2021 | Open-Domain Question AnsweringPassage Retrieval | CodeCode Available | 1 |
| FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection | Aug 12, 2024 | Answer GenerationDecoder | CodeCode Available | 1 |
| Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering | Jul 2, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Exploiting Abstract Meaning Representation for Open-Domain Question Answering | May 26, 2023 | Abstract Meaning RepresentationDiversity | CodeCode Available | 1 |
| Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip Prediction | Nov 26, 2020 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering | Jan 1, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Large Language Models Struggle to Learn Long-Tail Knowledge | Nov 15, 2022 | Entity LinkingQuestion Answering | CodeCode Available | 1 |
| End-to-End Training of Neural Retrievers for Open-Domain Question Answering | Jan 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| RoR: Read-over-Read for Long Document Machine Reading Comprehension | Sep 10, 2021 | Machine Reading ComprehensionReading Comprehension | CodeCode Available | 1 |
| Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI | Nov 4, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Dense Sparse Retrieval: Using Sparse Language Models for Inference Efficient Dense Retrieval | Mar 31, 2023 | RetrievalTriviaQA | —Unverified | 0 |
| Deep Understanding based Multi-Document Machine Reading Comprehension | Feb 25, 2022 | Machine Reading ComprehensionReading Comprehension | —Unverified | 0 |
| Semantic Caching of Contextual Summaries for Efficient Question-Answering with Language Models | May 16, 2025 | Question AnsweringRetrieval | —Unverified | 0 |
| Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity | Nov 15, 2024 | Contrastive LearningHallucination | —Unverified | 0 |
| Cost-Saving LLM Cascades with Early Abstention | Feb 13, 2025 | GSM8KMMLU | —Unverified | 0 |
| A Copy-Augmented Generative Model for Open-Domain Question Answering | May 1, 2022 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Contextualized Representations Using Textual Encyclopedic Knowledge | Apr 24, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension | Jul 1, 2018 | Machine Reading ComprehensionQuestion Answering | —Unverified | 0 |
| CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models | Dec 15, 2022 | Language ModellingQuestion Answering | —Unverified | 0 |
| KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering | Apr 24, 2024 | HallucinationQuestion Answering | —Unverified | 0 |
| Challenges in Generalization in Open Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| FIT-RAG: Black-Box RAG with Factual Information and Token Reduction | Mar 21, 2024 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Integrated Triaging for Fast Reading Comprehension | Sep 28, 2019 | Computational EfficiencyMachine Reading Comprehension | —Unverified | 0 |
| Fine-Grained Self-Endorsement Improves Factuality and Reasoning | Feb 23, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering | Nov 18, 2022 | Data AugmentationDecoder | —Unverified | 0 |
| Keyword-based Query Comprehending via Multiple Optimized-Demand Augmentation | Nov 1, 2017 | Machine Reading ComprehensionMachine Translation | —Unverified | 0 |
| Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans? | Nov 23, 2022 | Open-Domain Question AnsweringTriviaQA | —Unverified | 0 |
| CacheFocus: Dynamic Cache Re-Positioning for Efficient Retrieval-Augmented Generation | Feb 16, 2025 | Natural QuestionsRetrieval | —Unverified | 0 |