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 7551–7600 of 10817 papers

TitleStatusHype
Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service—0
Private LoRA Fine-tuning of Open-Source LLMs with Homomorphic Encryption—0
FairSteer: Inference Time Debiasing for LLMs with Dynamic Activation Steering—0
Probabilistic Databases of Universal Schema—0
ChatGPT as a Factual Inconsistency Evaluator for Text Summarization—0
Probabilistic Inference for Cold Start Knowledge Base Population with Prior World Knowledge—0
Probabilistic Neural Programs—0
Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering—0
A Strong Lexical Matching Method for the Machine Comprehension Test—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding—0
Probing Difficulty and Discrimination of Natural Language Questions With Item Response Theory—0
GRASS: Unified Generation Model for Speech-to-Semantic Tasks—0
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions—0
Probing Inter-modality: Visual Parsing with Self-Attention for Vision-Language Pre-training—0
Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training—0
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering—0
Faithful Temporal Question Answering over Heterogeneous Sources—0
A strong baseline for question relevancy ranking—0
Probing the Role of Positional Information in Vision-Language Models—0
A Method to Generate a Machine-Labeled Data for Biomedical Named Entity Recognition with Various Sub-Domains—0
Problematic Cases in the Annotation of Negation in Spanish—0
GraspCorrect: Robotic Grasp Correction via Vision-Language Model-Guided Feedback—0
ProblemSolver at SemEval-2019 Task 10: Sequence-to-Sequence Learning and Expression Trees—0
Comprehension Based Question Answering using Bloom’s Taxonomy—0
Comprehension Based Question Answering using Bloom's Taxonomy—0
Proceedings of the 2nd Workshop on Machine Reading for Question Answering—0
Proceedings of the 6th BioASQ Workshop A challenge on large-scale biomedical semantic indexing and question answering—0
AstroLLaVA: towards the unification of astronomical data and natural language—0
Proceedings of the Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL)—0
Proceedings of the Open Knowledge Base and Question Answering Workshop (OKBQA 2016)—0
Proceedings of the Workshop on Human-Computer Question Answering—0
Proceedings of the Workshop on Machine Reading for Question Answering—0
Proceedings of the Workshop on Question Answering for Complex Domains—0
FAQ-based Question Answering via Knowledge Anchors—0
ProcTag: Process Tagging for Assessing the Efficacy of Document Instruction Data—0
FAQ-based Question Answering via Word Alignment—0
Product Question Answering in E-Commerce: A Survey—0
Programming Language Agnostic Mining of Code and Language Pairs with Sequence Labeling Based Question Answering—0
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment—0
Progressive Attention Memory Network for Movie Story Question Answering—0
Graph-Structured Representations for Visual Question Answering—0
Progressive Evidence Refinement for Open-domain Multimodal Retrieval Question Answering—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Compound Type Identification in Sanskrit: What Roles do the Corpus and Grammar Play?—0
FashionVQA: A Domain-Specific Visual Question Answering System—0
Bilinear Graph Networks for Visual Question Answering—0
Projection-based Annotation of a Polish Dependency Treebank—0
Graph Reasoning for Question Answering with Triplet Retrieval—0
Compound Tokens: Channel Fusion for Vision-Language Representation Learning—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