Crosslingual Generalization through Multitask Finetuning Nov 3, 2022 Coreference Resolution Cross-Lingual Transfer
Code Code Available PoseScript: Linking 3D Human Poses and Natural Language Oct 21, 2022 Cross-Modal Retrieval Image Captioning
Code Code Available MuGER^2: Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering Oct 19, 2022 Navigate Question Answering
Code Code Available Perception Test: A Diagnostic Benchmark for Multimodal Models Oct 19, 2022 Diagnostic Multiple-choice
Code Code Available Deep Bidirectional Language-Knowledge Graph Pretraining Oct 17, 2022 Common Sense Reasoning Knowledge Graphs
Code Code Available Video in 10 Bits: Few-Bit VideoQA for Efficiency and Privacy Oct 15, 2022 Feature Compression Question Answering
Code Code Available Towards a Unified Multi-Dimensional Evaluator for Text Generation Oct 13, 2022 nlg evaluation Question Answering
Code Code Available Long-Form Video-Language Pre-Training with Multimodal Temporal Contrastive Learning Oct 12, 2022 Contrastive Learning Form
Code Code Available Measuring and Narrowing the Compositionality Gap in Language Models Oct 7, 2022 Question Answering
Code Code Available Retrieval Augmented Visual Question Answering with Outside Knowledge Oct 7, 2022 Answer Generation Diagnostic
Code Code Available Ask Me Anything: A simple strategy for prompting language models Oct 5, 2022 Coreference Resolution Natural Language Inference
Code Code Available LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph Embeddings Oct 1, 2022 Graph Representation Learning Knowledge Graph Completion
Code Code Available Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Sep 20, 2022 Multimodal Deep Learning Multimodal Reasoning
Code Code Available Atlas: Few-shot Learning with Retrieval Augmented Language Models Aug 5, 2022 Fact Checking Few-Shot Learning
Code Code Available AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Aug 2, 2022 Causal Language Modeling Common Sense Reasoning
Code Code Available Revealing Single Frame Bias for Video-and-Language Learning Jun 7, 2022 Action Recognition Fine-grained Action Recognition
Code Code Available Egocentric Video-Language Pretraining Jun 3, 2022 Action Recognition Contrastive Learning
Code Code Available GIT: A Generative Image-to-text Transformer for Vision and Language May 27, 2022 Decoder Image Captioning
Code Code Available QAMPARI: An Open-domain Question Answering Benchmark for Questions with Many Answers from Multiple Paragraphs May 25, 2022 Answer Generation Natural Questions
Code Code Available RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder May 24, 2022 Decoder Information Retrieval
Code Code Available Hybrid Transformer with Multi-level Fusion for Multimodal Knowledge Graph Completion May 4, 2022 Information Retrieval Knowledge Graph Completion
Code Code Available PaLM: Scaling Language Modeling with Pathways Apr 5, 2022 Auto Debugging Code Generation
Code Code Available LinkBERT: Pretraining Language Models with Document Links Mar 29, 2022 Document Classification Language Modeling
Code Code Available STaR: Bootstrapping Reasoning With Reasoning Mar 28, 2022 Common Sense Reasoning Language Modeling
Code Code Available MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering Mar 27, 2022 Diversity Multiple-choice
Code Code Available ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning Mar 19, 2022 Chart Question Answering Logical Reasoning
Code Code Available All in One: Exploring Unified Video-Language Pre-training Mar 14, 2022 All Language Modelling
Code Code Available ScienceWorld: Is your Agent Smarter than a 5th Grader? Mar 14, 2022 Question Answering
Code Code Available QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization Mar 11, 2022 image-classification Image Classification
Code Code Available UnifiedQA-v2: Stronger Generalization via Broader Cross-Format Training Feb 23, 2022 Question Answering
Code Code Available Vision-Language Pre-Training with Triple Contrastive Learning Feb 21, 2022 Contrastive Learning cross-modal alignment
Code Code Available SGPT: GPT Sentence Embeddings for Semantic Search Feb 17, 2022 Argument Retrieval Biomedical Information Retrieval
Code Code Available TableQuery: Querying tabular data with natural language Jan 27, 2022 Deep Learning Natural Language Queries
Code Code Available GreaseLM: Graph REASoning Enhanced Language Models for Question Answering Jan 21, 2022 Knowledge Graphs Medical Question Answering
Code Code Available UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Jan 16, 2022 Few-Shot Learning Question Answering
Code Code Available Scaling Language Models: Methods, Analysis & Insights from Training Gopher Dec 8, 2021 Abstract Algebra Anachronisms
Code Code Available DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing Nov 18, 2021 Language Modeling Language Modelling
Code Code Available Cross-Task Generalization via Natural Language Crowdsourcing Instructions Apr 18, 2021 Question Answering
Code Code Available BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Apr 17, 2021 Argument Retrieval Benchmarking
Code Code Available A Replication Study of Dense Passage Retriever Apr 12, 2021 Open-Domain Question Answering Question Answering
Code Code Available Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity Jan 11, 2021 Language Modelling Mixture-of-Experts
Code Code Available Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval Jan 2, 2021 Claim Verification Question Answering
Code Code Available MDETR - Modulated Detection for End-to-End Multi-Modal Understanding Jan 1, 2021 Phrase Grounding Question Answering
Code Code Available Learning Dense Representations of Phrases at Scale Dec 23, 2020 Open-Domain Question Answering Question Answering
Code Code Available Efficient One-Pass End-to-End Entity Linking for Questions Oct 6, 2020 CPU Entity Linking
Code Code Available What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams Sep 28, 2020 MedQA Multiple-choice
Code Code Available Relevance-guided Supervision for OpenQA with ColBERT Jul 1, 2020 Natural Questions Open-Domain Question Answering
Code Code Available DeBERTa: Decoding-enhanced BERT with Disentangled Attention Jun 5, 2020 Common Sense Reasoning Coreference Resolution
Code Code Available Beyond Accuracy: Behavioral Testing of NLP models with CheckList May 8, 2020 Question Answering Sentiment Analysis
Code Code Available MAD-X: An Adapter-Based Framework for Multi-Task Cross-Lingual Transfer Apr 30, 2020 Cross-Lingual Transfer named-entity-recognition
Code Code Available 