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 3926–3950 of 10817 papers

TitleStatusHype
FinMath: Injecting a Tree-structured Solver for Question Answering over Financial Reports—0
DomainCQA: Crafting Expert-Level QA from Domain-Specific Charts—0
Finnish SQuAD: A Simple Approach to Machine Translation of Span Annotations—0
Annotating Electronic Medical Records for Question Answering—0
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline—0
A Comprehensive Survey on Visual Question Answering Datasets and Algorithms—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
Graph based Question Answering System—0
FireAct: Toward Language Agent Fine-tuning—0
Domain Adaptation with Active Learning for Coreference Resolution—0
Domain Adaptation of VLM for Soccer Video Understanding—0
First steps towards a Predicate Matrix—0
First Token Probability Guided RAG for Telecom Question Answering—0
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction—0
Beyond Attention: Toward Machines with Intrinsic Higher Mental States—0
Annotating Educational Questions for Student Response Analysis—0
FLAASH: Flow-Attention Adaptive Semantic Hierarchical Fusion for Multi-Modal Tobacco Content Analysis—0
Dolphin: A Challenging and Diverse Benchmark for Arabic NLG—0
A Flexible, Efficient and Accurate Framework for Community Question Answering Pipelines—0
3D Question Answering for City Scene Understanding—0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge—0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text—0
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models—0
Do LLMs Work on Charts? Designing Few-Shot Prompts for Chart Question Answering and Summarization—0
Graph Attention with Hierarchies for Multi-hop Question Answering—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