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 7426–7450 of 10817 papers

TitleStatusHype
ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks—0
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events—0
Joint Unsupervised Learning of Semantic Representation of Words and Roles in Dependency Trees—0
Joint Semantics and Data-Driven Path Representation for Knowledge Graph Inference—0
Planting Trees in the Desert: Delexicalized Tagging and Parsing Combined—0
Dataset Bias Mitigation in Multiple-Choice Visual Question Answering and Beyond—0
Joint Relational Embeddings for Knowledge-based Question Answering—0
Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models—0
Joint Passage Ranking for Diverse Multi-Answer Retrieval—0
Joint Multitask Learning for Community Question Answering Using Task-Specific Embeddings—0
Automatic Feature Engineering for Answer Selection and Extraction—0
Joint Multi-Facts Reasoning Network For Complex Temporal Question Answering Over Knowledge Graph—0
PLIS: a Probabilistic Lexical Inference System—0
Joint Models for Answer Verification in Question Answering Systems—0
Data Quality Estimation Framework for Faster Tax Code Classification—0
Plug-and-Play Training Framework for Preference Optimization—0
Joint Modeling of Structure Identification and Nuclearity Recognition in Macro Chinese Discourse Treebank—0
Plugging Schema Graph into Multi-Table QA: A Human-Guided Framework for Reducing LLM Reliance—0
Joint Modeling of Opinion Expression Extraction and Attribute Classification—0
Automatic Evaluation vs. User Preference in Neural Textual QuestionAnswering over COVID-19 Scientific Literature—0
PMI-cool at SemEval-2016 Task 3: Experiments with PMI and Goodness Polarity Lexicons for Community Question Answering—0
Jointly Learning Truth-Conditional Denotations and Groundings using Parallel Attention—0
Jointly Learning to Parse and Perceive: Connecting Natural Language to the Physical World—0
Data Metabolism: An Efficient Data Design Schema For Vision Language Model—0
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense 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