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 5351–5375 of 10817 papers

TitleStatusHype
A Corpus to Learn Refer-to-as Relations for Nominals—0
Efficient Parallel Multi-Hop Reasoning: A Scalable Approach for Knowledge Graph Analysis—0
Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering—0
Boosting Conversational Question Answering with Fine-Grained Retrieval-Augmentation and Self-Check—0
Efficient Multi-modal Large Language Models via Visual Token Grouping—0
Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering—0
Book Reviews: Recognizing Textual Entailment: Models and Applications by Ido Dagan, Dan Roth, Mark Sammons and Fabio Massimo Zanzotto—0
Answering Elementary Science Questions by Constructing Coherent Scenes using Background Knowledge—0
Efficient Motion-Aware Video MLLM—0
Efficient Models for the Detection of Hate, Abuse and Profanity—0
Book Review: Linked Lexical Knowledge Bases Foundations and Applications by Iryna Gurevych, Judith Eckle-er and Michael Matuschek—0
Efficient Meta Lifelong-Learning with Limited Memory—0
Book Review: Interactive Multi-Modal Question-Answering by Antal van den Bosch and Gosse Bouma—0
Efficiently Embedding Dynamic Knowledge Graphs—0
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning—0
EfficientLLaVA: Generalizable Auto-Pruning for Large Vision-language Models—0
EfficientLLaVA:Generalizable Auto-Pruning for Large Vision-language Models—0
BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining—0
Answering Conversational Questions on Structured Data without Logical Forms—0
Agent Hospital: A Simulacrum of Hospital with Evolvable Medical Agents—0
A Corpus of Natural Language for Visual Reasoning—0
A2P-MANN: Adaptive Attention Inference Hops Pruned Memory-Augmented Neural Networks—0
Efficient Language Modeling with Sparse all-MLP—0
Efficient Knowledge Infusion via KG-LLM Alignment—0
BluLab: Temporal Information Extraction for the 2015 Clinical TempEval Challenge—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