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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1976–2000 of 10817 papers

TitleStatusHype
Can SAR improve RSVQA performance?—0
Multi-Modal Instruction-Tuning Small-Scale Language-and-Vision Assistant for Semiconductor Electron Micrograph Analysis—0
Zero-Shot Visual Reasoning by Vision-Language Models: Benchmarking and Analysis—0
Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering—0
A Statistical Framework for Data-dependent Retrieval-Augmented Models—0
Towards Graph Prompt Learning: A Survey and Beyond—0
MMR: Evaluating Reading Ability of Large Multimodal Models—0
Question answering system of bridge design specification based on large language modelCode0
Grounded Multi-Hop VideoQA in Long-Form Egocentric VideosCode1
CoT Rerailer: Enhancing the Reliability of Large Language Models in Complex Reasoning Tasks through Error Detection and Correction—0
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models—0
Biomedical Large Languages Models Seem not to be Superior to Generalist Models on Unseen Medical Data—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
Evaluating Attribute Comprehension in Large Vision-Language ModelsCode0
DHP Benchmark: Are LLMs Good NLG Evaluators?—0
Towards Human-Level Understanding of Complex Process Engineering Schematics: A Pedagogical, Introspective Multi-Agent Framework for Open-Domain Question Answering—0
Integrating Multi-Head Convolutional Encoders with Cross-Attention for Improved SPARQL Query Translation—0
IQA-EVAL: Automatic Evaluation of Human-Model Interactive Question Answering—0
Utilizing Large Language Models for Named Entity Recognition in Traditional Chinese Medicine against COVID-19 Literature: Comparative Study—0
Internal and External Knowledge Interactive Refinement Framework for Knowledge-Intensive Question Answering—0
Foundational Model for Electron Micrograph Analysis: Instruction-Tuning Small-Scale Language-and-Vision Assistant for Enterprise Adoption—0
Examining the Commitments and Difficulties Inherent in Multimodal Foundation Models for Street View Imagery—0
Vintern-1B: An Efficient Multimodal Large Language Model for Vietnamese—0
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction—0
Show-o: One Single Transformer to Unify Multimodal Understanding and GenerationCode5
Show:102550
← PrevPage 80 of 433Next →
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