| GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning | May 30, 2024 | Graph Question AnsweringKnowledge Graphs | CodeCode Available | 3 |
| LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding | Apr 25, 2024 | GSM8KHellaSwag | CodeCode Available | 3 |
| ST-MoE: Designing Stable and Transferable Sparse Expert Models | Feb 17, 2022 | ARCCommon Sense Reasoning | CodeCode Available | 3 |
| QAMPARI: An Open-domain Question Answering Benchmark for Questions with Many Answers from Multiple Paragraphs | May 25, 2022 | Answer GenerationNatural Questions | CodeCode Available | 2 |
| Atlas: Few-shot Learning with Retrieval Augmented Language Models | Aug 5, 2022 | Fact CheckingFew-Shot Learning | CodeCode Available | 2 |
| Relevance-guided Supervision for OpenQA with ColBERT | Jul 1, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 2 |
| Scaling Language Models: Methods, Analysis & Insights from Training Gopher | Dec 8, 2021 | Abstract AlgebraAnachronisms | CodeCode Available | 2 |
| JADE: A Linguistics-based Safety Evaluation Platform for Large Language Models | Nov 1, 2023 | Natural Questions | CodeCode Available | 2 |
| DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving | Jun 18, 2024 | Arithmetic ReasoningMath | CodeCode Available | 2 |
| How Do We Answer Complex Questions: Discourse Structure of Long-form Answers | Mar 21, 2022 | FormNatural Questions | CodeCode Available | 1 |
| FastFiD: Improve Inference Efficiency of Open Domain Question Answering via Sentence Selection | Aug 12, 2024 | Answer GenerationDecoder | CodeCode Available | 1 |
| Generation-Augmented Retrieval for Open-domain Question Answering | Sep 17, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Asyncval: A Toolkit for Asynchronously Validating Dense Retriever Checkpoints during Training | Feb 25, 2022 | GPUNatural Questions | CodeCode Available | 1 |
| RealFormer: Transformer Likes Residual Attention | Dec 21, 2020 | Language ModelingLanguage Modelling | 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 |
| Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension | May 12, 2020 | Graph AttentionMachine Reading Comprehension | CodeCode Available | 1 |
| Event Extraction by Answering (Almost) Natural Questions | Apr 28, 2020 | Event Argument ExtractionEvent Extraction | CodeCode Available | 1 |
| C3VQG: Category Consistent Cyclic Visual Question Generation | May 15, 2020 | Natural QuestionsQuestion Generation | CodeCode Available | 1 |
| Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval | Apr 18, 2021 | BIG-bench Machine LearningDomain Adaptation | CodeCode Available | 1 |
| DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question Answering | Nov 10, 2022 | counterfactualData Augmentation | CodeCode Available | 1 |
| Dr.Spider: A Diagnostic Evaluation Benchmark towards Text-to-SQL Robustness | Jan 21, 2023 | DiagnosticNatural Questions | CodeCode Available | 1 |
| Efficient Passage Retrieval with Hashing for Open-domain Question Answering | Jun 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| AdANNS: A Framework for Adaptive Semantic Search | May 30, 2023 | Natural QuestionsQuantization | CodeCode Available | 1 |
| CLAPNQ: Cohesive Long-form Answers from Passages in Natural Questions for RAG systems | Apr 2, 2024 | FormLong Form Question Answering | CodeCode Available | 1 |
| Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence | May 27, 2021 | ArticlesDocument Ranking | CodeCode Available | 1 |
