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 4326–4350 of 10817 papers

TitleStatusHype
CLICKER: Attention-Based Cross-Lingual Commonsense Knowledge Transfer—0
A Semantics-aware Transformer Model of Relation Linking for Knowledge Base Question Answering—0
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification—0
Structured Knowledge Grounding for Question Answering—0
FlexCap: Describe Anything in Images in Controllable Detail—0
Clickbait Classification and Spoiling Using Natural Language Processing—0
FLARE: Faithful Logic-Aided Reasoning and Exploration—0
Flagging Comprehensibility Issues in Hindi Text with Question Answering—0
CLEVR-POC: Reasoning-Intensive Visual Question Answering in Partially Observable Environments—0
FLAASH: Flow-Attention Adaptive Semantic Hierarchical Fusion for Multi-Modal Tobacco Content Analysis—0
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction—0
First Token Probability Guided RAG for Telecom Question Answering—0
First steps towards a Predicate Matrix—0
First Place Solution to the Multiple-choice Video QA Track of The Second Perception Test Challenge—0
First approach toward Semantic Role Labeling for Basque—0
CLEVRER-Humans: Describing Physical and Causal Events the Human Way—0
A Search Task Dataset for German Textual Entailment—0
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models—0
FireAct: Toward Language Agent Fine-tuning—0
FinTextQA: A Dataset for Long-form Financial Question Answering—0
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering—0
FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain—0
A Search for Prompts: Generating Structured Answers from Contracts—0
FinQAPT: Empowering Financial Decisions with End-to-End LLM-driven Question Answering Pipeline—0
Finnish SQuAD: A Simple Approach to Machine Translation of Span Annotations—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