SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Showing 14011450 of 10817 papers

TitleStatusHype
DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question AnsweringCode1
Visual Named Entity Linking: A New Dataset and A BaselineCode1
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
RQUGE: Reference-Free Metric for Evaluating Question Generation by Answering the QuestionCode1
T5lephone: Bridging Speech and Text Self-supervised Models for Spoken Language Understanding via Phoneme level T5Code1
Lila: A Unified Benchmark for Mathematical ReasoningCode1
An Efficient Memory-Augmented Transformer for Knowledge-Intensive NLP TasksCode1
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question AnsweringCode1
MorphTE: Injecting Morphology in Tensorized EmbeddingsCode1
CS1QA: A Dataset for Assisting Code-based Question Answering in an Introductory Programming CourseCode1
RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question AnsweringCode1
VLC-BERT: Visual Question Answering with Contextualized Commonsense KnowledgeCode1
ReaRev: Adaptive Reasoning for Question Answering over Knowledge GraphsCode1
Cross-document Event Coreference Search: Task, Dataset and ModelingCode1
Open-domain Question Answering via Chain of Reasoning over Heterogeneous KnowledgeCode1
Prompt-Tuning Can Be Much Better Than Fine-Tuning on Cross-lingual Understanding With Multilingual Language ModelsCode1
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning ExamplesCode1
Leveraging Large Language Models for Multiple Choice Question AnsweringCode1
Efficiently Tuned Parameters are Task EmbeddingsCode1
GraphNeT: Graph neural networks for neutrino telescope event reconstructionCode1
InforMask: Unsupervised Informative Masking for Language Model PretrainingCode1
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-RankingCode1
ELASTIC: Numerical Reasoning with Adaptive Symbolic CompilerCode1
PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in FinanceCode1
RARR: Researching and Revising What Language Models Say, Using Language ModelsCode1
UniRPG: Unified Discrete Reasoning over Table and Text as Program GenerationCode1
SQA3D: Situated Question Answering in 3D ScenesCode1
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge RepresentationCode1
MAPL: Parameter-Efficient Adaptation of Unimodal Pre-Trained Models for Vision-Language Few-Shot PromptingCode1
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric ModelsCode1
Task Compass: Scaling Multi-task Pre-training with Task PrefixCode1
OpenCQA: Open-ended Question Answering with ChartsCode1
ERNIE-Layout: Layout Knowledge Enhanced Pre-training for Visually-rich Document UnderstandingCode1
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question AnsweringCode1
Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQACode1
MAP: Multimodal Uncertainty-Aware Vision-Language Pre-training ModelCode1
Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive LearningCode1
Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQACode1
Learning Fine-Grained Visual Understanding for Video Question Answering via Decoupling Spatial-Temporal ModelingCode1
EgoTaskQA: Understanding Human Tasks in Egocentric VideosCode1
Calibrating Factual Knowledge in Pretrained Language ModelsCode1
ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question AnsweringCode1
A Unified Encoder-Decoder Framework with Entity MemoryCode1
Rainier: Reinforced Knowledge Introspector for Commonsense Question AnsweringCode1
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot LearnersCode1
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question AnsweringCode1
Large Language Models are Pretty Good Zero-Shot Video Game Bug DetectorsCode1
Mintaka: A Complex, Natural, and Multilingual Dataset for End-to-End Question AnsweringCode1
Towards Improving Faithfulness in Abstractive SummarizationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified