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 8151–8200 of 10817 papers

TitleStatusHype
A Unified Framework for Multilingual and Code-Mixed Visual Question Answering—0
Relation Extraction: Perspective from Convolutional Neural Networks—0
An ASP-based Approach to Answering Natural Language Questions for Texts—0
A Divide-And-Conquer Approach for Multi-label Multi-hop Relation Detection in Knowledge Base Question Answering—0
AC/DC: LLM-based Audio Comprehension via Dialogue Continuation—0
Relative Overfitting and Accept-Reject Framework—0
Integrating Vision and Language Datasets to Measure Word Concreteness—0
Integrating Subject, Type, and Property Identification for Simple Question Answering over Knowledge Base—0
Cross-lingual Short-text Matching with Deep Learning—0
Integrating Subgraph-aware Relation and DirectionReasoning for Question Answering—0
Integrating SPARQL and LLMs for Question Answering over Scholarly Data Sources—0
Cross-Lingual Question Answering Using Common Semantic Space—0
Integrating Question Rewrites in Conversational Question Answering: A Reinforcement Learning Approach—0
ReLoop: "Seeing Twice and Thinking Backwards" via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding—0
Integrating Question Classification and Deep Learning for improved Answer Selection—0
Cross-Lingual QA as a Stepping Stone for Monolingual Open QA in Icelandic—0
Integrating Object Detection Modality into Visual Language Model for Enhanced Autonomous Driving Agent—0
Relying on Discourse Analysis to Answer Complex Questions by Neural Machine Reading Comprehension—0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
Integrating Location, Visibility, and Question-Answering in a Spoken Dialogue System for Pedestrian City Exploration—0
Integrating Large Language Models with Graph-based Reasoning for Conversational Question Answering—0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study—0
Integrating Knowledge and Reasoning in Image Understanding—0
Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment—0
Integrating Hierarchical Semantic into Iterative Generation Model for Entailment Tree Explanation—0
Integrating Frequency-Domain Representations with Low-Rank Adaptation in Vision-Language Models—0
Rephrasing visual questions by specifying the entropy of the answer distribution—0
Cross-lingual Inference with A Chinese Entailment Graph—0
An approach based on Open Research Knowledge Graph for Knowledge Acquisition from scientific papers—0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets—0
Integrating Cognitive AI with Generative Models for Enhanced Question Answering in Skill-based Learning—0
Crosslingual Induction of Semantic Roles—0
Integer Linear Programming formulations in Natural Language Processing—0
Insurance Question Answering via Single-turn Dialogue Modeling—0
Representations for Question Answering from Documents with Tables and Text—0
Representing Movie Characters in Dialogues—0
Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation—0
RepsNet: Combining Vision with Language for Automated Medical Reports—0
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering—0
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining—0
Instruction Tuning and CoT Prompting for Contextual Medical QA with LLMs—0
Instruction-Oriented Preference Alignment for Enhancing Multi-Modal Comprehension Capability of MLLMs—0
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding—0
Anaphora Annotation in Hindi Dependency TreeBank—0
Instruction-Guided Scene Text Recognition—0
Cross-language Learning with Adversarial Neural Networks: Application to Community Question Answering—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
Cross-language Learning with Adversarial Neural Networks—0
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA—0
Instant Answering in E-Commerce Buyer-Seller Messaging using Message-to-Question Reformulation—0
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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