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 2201–2225 of 10817 papers

TitleStatusHype
Segmentation-guided Attention for Visual Question Answering from Remote Sensing Images—0
Uncertainty Estimation of Large Language Models in Medical Question Answering—0
AutoBencher: Creating Salient, Novel, Difficult Datasets for Language ModelsCode1
A Taxonomy for Data Contamination in Large Language Models—0
Extracting Training Data from Document-Based VQA Models—0
Examining Long-Context Large Language Models for Environmental Review Document Comprehension—0
Automatic Extraction of Disease Risk Factors from Medical PublicationsCode0
IDA-VLM: Towards Movie Understanding via ID-Aware Large Vision-Language ModelCode1
Adapting LLMs to Hebrew: Unveiling DictaLM 2.0 with Enhanced Vocabulary and Instruction Capabilities—0
Using Pretrained Large Language Model with Prompt Engineering to Answer Biomedical Questions—0
VQA-Diff: Exploiting VQA and Diffusion for Zero-Shot Image-to-3D Vehicle Asset Generation in Autonomous Driving—0
Performance Evaluation of Knowledge Graph Embedding Approaches under Non-adversarial Attacks—0
Listen and Speak Fairly: A Study on Semantic Gender Bias in Speech Integrated Large Language ModelsCode0
PEER: Expertizing Domain-Specific Tasks with a Multi-Agent Framework and Tuning MethodsCode7
Large Language Models Understand LayoutCode0
MST5 -- Multilingual Question Answering over Knowledge GraphsCode0
3D Vision and Language Pretraining with Large-Scale Synthetic DataCode1
WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question AnsweringCode2
Large Language Models for Judicial Entity Extraction: A Comparative Study—0
How do you know that? Teaching Generative Language Models to Reference Answers to Biomedical QuestionsCode2
MFE-ETP: A Comprehensive Evaluation Benchmark for Multi-modal Foundation Models on Embodied Task PlanningCode0
Question Answering with Texts and Tables through Deep Reinforcement Learning—0
Second Place Solution of WSDM2023 Toloka Visual Question Answering Challenge—0
On scalable oversight with weak LLMs judging strong LLMs—0
AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM AgentsCode2
Show:102550
← PrevPage 89 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