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 4001–4025 of 10817 papers

TitleStatusHype
Do LLMs Know When to NOT Answer? Investigating Abstention Abilities of Large Language Models—0
FQuAD: French Question Answering Dataset—0
FRACTAL: Fine-Grained Scoring from Aggregate Text Labels—0
Clotho-AQA: A Crowdsourced Dataset for Audio Question Answering—0
Annotating Attribution Relations in Arabic—0
FrameNet+: Fast Paraphrastic Tripling of FrameNet—0
A Flexible and Extensible Framework for Multiple Answer Modes Question Answering—0
Do LLMs Exhibit Human-Like Reasoning? Evaluating Theory of Mind in LLMs for Open-Ended Responses—0
Frame-Subtitle Self-Supervision for Multi-Modal Video Question Answering—0
CL-ReKD: Cross-lingual Knowledge Distillation for Multilingual Retrieval Question Answering—0
Do Large Language Models Know about Facts?—0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—0
Better Retrieval May Not Lead to Better Question Answering—0
Framing QA as Building and Ranking Intersentence Answer Justifications—0
FRAQUE: a FRAme-based QUEstion-answering system for the Public Administration domain—0
CLTR: An End-to-End, Transformer-Based System for Cell-Level Table Retrieval and Table Question Answering—0
A Simple End-to-End Question Answering Model for Product Information—0
Freebase QA: Information Extraction or Semantic Parsing?—0
Grounding LLM Reasoning with Knowledge Graphs—0
freePruner: A Training-free Approach for Large Multimodal Model Acceleration—0
Group Non-negative Matrix Factorization with Natural Categories for Question Retrieval in Community Question Answer Archives—0
Do KG-augmented Models Leverage Knowledge as Humans Do?—0
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRA—0
FReM: A Flexible Reasoning Mechanism for Balancing Quick and Slow Thinking in Long-Context Question Answering—0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications—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