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 3451–3475 of 10817 papers

TitleStatusHype
Can Language Representation Models Think in Bets?—0
Evaluating Attribute Confusion in Fashion Text-to-Image Generation—0
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering—0
Evaluating ChatGPT as a Question Answering System: A Comprehensive Analysis and Comparison with Existing Models—0
Improving Small Language Models on PubMedQA via Generative Data Augmentation—0
DriveRX: A Vision-Language Reasoning Model for Cross-Task Autonomous Driving—0
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation—0
BiasAlert: A Plug-and-play Tool for Social Bias Detection in LLMs—0
Can Large Language Models Unveil the Mysteries? An Exploration of Their Ability to Unlock Information in Complex Scenarios—0
An Open-Source Dual-Loss Embedding Model for Semantic Retrieval in Higher Education—0
Drilling Down into the Discourse Structure with LLMs for Long Document Question Answering—0
From Parse-Execute to Parse-Execute-Refine: Improving Semantic Parser for Complex Question Answering over Knowledge Base—0
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop—0
3D Spatial Understanding in MLLMs: Disambiguation and Evaluation—0
FiDO: Fusion-in-Decoder optimized for stronger performance and faster inference—0
Finding Answers from the Word of God: Domain Adaptation for Neural Networks in Biblical Question Answering—0
Drift to Remember—0
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond—0
DreamSync: Aligning Text-to-Image Generation with Image Understanding Feedback—0
Can Multimodal LLMs do Visual Temporal Understanding and Reasoning? The answer is No!—0
Beyond VQA: Generating Multi-word Answer and Rationale to Visual Questions—0
A Probabilistic Annotation Model for Crowdsourcing Coreference—0
A Free Format Legal Question Answering System—0
Dr ChatGPT, tell me what I want to hear: How prompt knowledge impacts health answer correctness—0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—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