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 3451–3475 of 10817 papers

TitleStatusHype
UniGen: A Unified Generative Framework for Retrieval and Question Answering with Large Language Models—0
p-Laplacian Adaptation for Generative Pre-trained Vision-Language ModelsCode0
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization—0
An Evaluation of GPT-4V and Gemini in Online VQA—0
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?Code0
Pipeline and Dataset Generation for Automated Fact-checking in Almost Any LanguageCode0
WordScape: a Pipeline to extract multilingual, visually rich Documents with Layout Annotations from Web Crawl DataCode1
Lever LM: Configuring In-Context Sequence to Lever Large Vision Language ModelsCode1
ReST meets ReAct: Self-Improvement for Multi-Step Reasoning LLM Agent—0
Extending Context Window of Large Language Models via Semantic CompressionCode1
Do Text Simplification Systems Preserve Meaning? A Human Evaluation via Reading ComprehensionCode0
Advancing Surgical VQA with Scene Graph Knowledge—0
Privacy-Aware Document Visual Question AnsweringCode1
RJUA-QA: A Comprehensive QA Dataset for UrologyCode1
GSQA: An End-to-End Model for Generative Spoken Question Answering—0
Dynamic Retrieval-Augmented Generation—0
VL-GPT: A Generative Pre-trained Transformer for Vision and Language Understanding and GenerationCode1
Large Language Models are Complex Table Parsers—0
Look Before You Leap: A Universal Emergent Decomposition of Retrieval Tasks in Language ModelsCode0
Chat-Scene: Bridging 3D Scene and Large Language Models with Object IdentifiersCode2
BESTMVQA: A Benchmark Evaluation System for Medical Visual Question Answering—0
ViLA: Efficient Video-Language Alignment for Video Question AnsweringCode1
Large language models in healthcare and medical domain: A review—0
Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens—0
Safety Alignment in NLP Tasks: Weakly Aligned Summarization as an In-Context AttackCode0
Show:102550
← PrevPage 139 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