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 10551–10575 of 10817 papers

TitleStatusHype
Topic-Based Question Generation—0
Topic Community Based Temporal Expertise for Question Routing—0
Topic-FlipRAG: Topic-Orientated Adversarial Opinion Manipulation Attacks to Retrieval-Augmented Generation Models—0
Topic Segmentation Model Focusing on Local Context—0
To Retrieve or Not to Retrieve? Uncertainty Detection for Dynamic Retrieval Augmented Generation—0
TORQUE: A Reading Comprehension Dataset of Temporal Ordering Questions—0
Toward 3D Spatial Reasoning for Human-like Text-based Visual Question Answering—0
Toward a Neural Semantic Parsing System for EHR Question Answering—0
Toward Data-Driven Tutorial Question Answering with Deep Learning Conversational Models—0
Toward Deconfounding the Effect of Entity Demographics for Question Answering Accuracy—0
Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models—0
Toward Efficient Language Model Pretraining and Downstream Adaptation via Self-Evolution: A Case Study on SuperGLUE—0
Toward Fine-grained Annotation of Modality in Text—0
Toward Fine-grained Causality Reasoning and CausalQA—0
Towards a Better Semantic Role Labeling of Complex Predicates—0
Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation—0
Towards a Generative Approach for Emotion Detection and Reasoning—0
Towards a Knowledge Graph based Speech Interface—0
Towards a more Robust Evaluation for Conversational Question Answering—0
Towards AMR-BR: A SemBank for Brazilian Portuguese Language—0
Towards an automated workflow in materials science for combining multi-modal simulative and experimental information using data mining and large language models—0
Towards an Automatic Text Comprehension for the Arabic Question-Answering: Semantic and Logical Representation of Texts—0
Towards an environment for the production and the validation of lexical semantic resources—0
Towards an Integration of Syntactic and Temporal Annotations in Estonian—0
Towards an ISO Standard for the Annotation of Quantification—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