| From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data | Jun 27, 2024 | HallucinationInformation Retrieval | CodeCode Available | 0 |
| Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges | Jun 18, 2024 | TriviaQA | CodeCode Available | 0 |
| CrAM: Credibility-Aware Attention Modification in LLMs for Combating Misinformation in RAG | Jun 17, 2024 | MisinformationRAG | CodeCode Available | 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 |
| LACIE: Listener-Aware Finetuning for Confidence Calibration in Large Language Models | May 31, 2024 | TriviaQATruthfulQA | CodeCode Available | 0 |
| Accurate and Nuanced Open-QA Evaluation Through Textual Entailment | May 26, 2024 | Natural Language InferenceOpen-Domain Question Answering | CodeCode Available | 0 |
| KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering | Apr 24, 2024 | HallucinationQuestion Answering | —Unverified | 0 |
| Mitigating LLM Hallucinations via Conformal Abstention | Apr 4, 2024 | Conformal PredictionGenerative 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 |
| Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents | Feb 27, 2024 | Known UnknownsQuestion Answering | —Unverified | 0 |
| Fine-Grained Self-Endorsement Improves Factuality and Reasoning | Feb 23, 2024 | GSM8KLanguage Modeling | —Unverified | 0 |
| The Generative AI Paradox on Evaluation: What It Can Solve, It May Not Evaluate | Feb 9, 2024 | Question AnsweringTriviaQA | —Unverified | 0 |
| Attendre: Wait To Attend By Retrieval With Evicted Queries in Memory-Based Transformers for Long Context Processing | Jan 10, 2024 | DecoderReading Comprehension | —Unverified | 0 |
| Efficient Transformer Knowledge Distillation: A Performance Review | Nov 22, 2023 | Knowledge DistillationModel Compression | —Unverified | 0 |
| Noisy Pair Corrector for Dense Retrieval | Nov 7, 2023 | Code SearchRetrieval | —Unverified | 0 |
| A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative Models | Oct 9, 2023 | Image GenerationQuestion Answering | CodeCode Available | 0 |
| Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large Language Models for Dynamic Inference | Sep 16, 2023 | Instruction FollowingQuestion Answering | —Unverified | 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 |
| RFiD: Towards Rational Fusion-in-Decoder for Open-Domain Question Answering | May 26, 2023 | DecoderNatural Questions | CodeCode Available | 0 |
| Allies: Prompting Large Language Model with Beam Search | May 24, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback | May 24, 2023 | TriviaQATruthfulQA | CodeCode Available | 0 |
| CRITIC: Large Language Models Can Self-Correct with Tool-Interactive Critiquing | May 19, 2023 | Fact CheckingNatural Questions | CodeCode Available | 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 |
| Dense Sparse Retrieval: Using Sparse Language Models for Inference Efficient Dense Retrieval | Mar 31, 2023 | RetrievalTriviaQA | —Unverified | 0 |
| CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models | Dec 15, 2022 | Language ModellingQuestion Answering | —Unverified | 0 |
| Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans? | Nov 23, 2022 | Open-Domain Question AnsweringTriviaQA | —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 |
| Unsupervised Question Answering via Answer Diversifying | Aug 23, 2022 | Data AugmentationDenoising | CodeCode Available | 0 |
| SKILL: Structured Knowledge Infusion for Large Language Models | May 17, 2022 | Knowledge GraphsTriviaQA | —Unverified | 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 |
| Deep Understanding based Multi-Document Machine Reading Comprehension | Feb 25, 2022 | Machine Reading ComprehensionReading Comprehension | —Unverified | 0 |
| Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation | Jan 13, 2022 | InformativenessQuestion Answering | —Unverified | 0 |
| You Only Need One Model for Open-domain Question Answering | Dec 14, 2021 | Hard AttentionNatural Questions | —Unverified | 0 |
| What’s in a Name? Answer Equivalence For Open-Domain Question Answering | Nov 1, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| Challenges in Generalization in Open Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| A Copy-Augmented Generative Model for Open-Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Attention-guided Generative Models for Extractive Question Answering | Oct 12, 2021 | DecoderExtractive Question-Answering | —Unverified | 0 |
| KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering | Oct 8, 2021 | Answer GenerationDecoder | —Unverified | 0 |
| Adversarial Retriever-Ranker for dense text retrieval | Oct 7, 2021 | Natural QuestionsRetrieval | CodeCode Available | 0 |
| Relation-Guided Pre-Training for Open-Domain Question Answering | Sep 21, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Improving Unsupervised Question Answering via Summarization-Informed Question Generation | Sep 16, 2021 | ArticlesDependency Parsing | —Unverified | 0 |
| What's in a Name? Answer Equivalence For Open-Domain Question Answering | Sep 11, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| Challenges in Generalization in Open Domain Question Answering | Sep 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| RECONSIDER: Improved Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering | Jun 1, 2021 | Machine Reading ComprehensionNatural Questions | —Unverified | 0 |
| On the Influence of Masking Policies in Intermediate Pre-training | Apr 18, 2021 | Abstractive Text SummarizationLanguage Modeling | —Unverified | 0 |
| Evaluating Neural Model Robustness for Machine Comprehension | Apr 1, 2021 | Adversarial Attackmodel | —Unverified | 0 |
| Machine Reading Comprehension with Enhanced Linguistic Verifiers | Jan 1, 2021 | Machine Reading ComprehensionReading Comprehension | —Unverified | 0 |
| UnitedQA: A Hybrid Approach for Open Domain Question Answering | Jan 1, 2021 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Studying Strategically: Learning to Mask for Closed-book QA | Dec 31, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |