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

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Showing 1601–1650 of 10817 papers

TitleStatusHype
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
Discovering Spatio-Temporal Rationales for Video Question AnsweringCode1
Disentangling 3D Prototypical Networks For Few-Shot Concept LearningCode1
Break It Down: A Question Understanding BenchmarkCode1
Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain AdaptationCode1
Mitigating the Position Bias of Transformer Models in Passage Re-RankingCode1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence AnnotationCode1
Bridging Anaphora Resolution as Question AnsweringCode1
MixQG: Neural Question Generation with Mixed Answer TypesCode1
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
A Survey on Efficient Vision-Language ModelsCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
MLQA: Evaluating Cross-lingual Extractive Question AnsweringCode1
MMBERT: Multimodal BERT Pretraining for Improved Medical VQACode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
Bridging the Gap between 2D and 3D Visual Question Answering: A Fusion Approach for 3D VQACode1
MM-PoisonRAG: Disrupting Multimodal RAG with Local and Global Poisoning AttacksCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
A Gradually Soft Multi-Task and Data-Augmented Approach to Medical Question UnderstandingCode1
MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease ProgressionCode1
Answer is All You Need: Instruction-following Text Embedding via Answering the QuestionCode1
MOCHA: A Dataset for Training and Evaluating Generative Reading Comprehension MetricsCode1
Bridging the KB-Text Gap: Leveraging Structured Knowledge-aware Pre-training for KBQACode1
A Cross-Task Analysis of Text Span RepresentationsCode1
Model Internals-based Answer Attribution for Trustworthy Retrieval-Augmented GenerationCode1
Model Surgery: Modulating LLM's Behavior Via Simple Parameter EditingCode1
DialSim: A Real-Time Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational AgentsCode1
CABINET: Content Relevance based Noise Reduction for Table Question AnsweringCode1
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language ModelCode1
A Comprehensive Review of the Video-to-Text ProblemCode1
Calibrating Concepts and Operations: Towards Symbolic Reasoning on Real ImagesCode1
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning StrategiesCode1
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Brilla AI: AI Contestant for the National Science and Maths QuizCode1
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language BootstrappingCode1
Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQACode1
MQuAKE: Assessing Knowledge Editing in Language Models via Multi-Hop QuestionsCode1
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
Detecting Hate Speech in Multi-modal MemesCode1
MTBench: A Multimodal Time Series Benchmark for Temporal Reasoning and Question AnsweringCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
MuLD: The Multitask Long Document BenchmarkCode1
Multi-Agent VQA: Exploring Multi-Agent Foundation Models in Zero-Shot Visual Question AnsweringCode1
MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart ProblemsCode1
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer SummarizationCode1
Multi-granularity Contrastive Cross-modal Collaborative Generation for End-to-End Long-term Video Question AnsweringCode1
Multi-granularity Temporal Question Answering over Knowledge GraphsCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

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