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 10276–10300 of 10817 papers

TitleStatusHype
Survey of Large Multimodal Model Datasets, Application Categories and Taxonomy—0
Survey of reasoning using Neural networks—0
Survey of Recent Advances in Visual Question Answering—0
Survey of Visual Question Answering: Datasets and Techniques—0
Survey of Visual-Semantic Embedding Methods for Zero-Shot Image Retrieval—0
Survey on Evaluation Methods for Dialogue Systems—0
Survey on Question Answering over Visually Rich Documents: Methods, Challenges, and Trends—0
Survey on Semantic Interpretation of Tabular Data: Challenges and Directions—0
SUTime: A library for recognizing and normalizing time expressions—0
SUTime: Evaluation in TempEval-3—0
Suvach -- Generated Hindi QA benchmark—0
SViQA: A Unified Speech-Vision Multimodal Model for Textless Visual Question Answering—0
SV-LLM: An Agentic Approach for SoC Security Verification using Large Language Models—0
SVLTA: Benchmarking Vision-Language Temporal Alignment via Synthetic Video Situation—0
SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense Inference—0
SwaQuAD-24: QA Benchmark Dataset in Swahili—0
Swarm Intelligence in Geo-Localization: A Multi-Agent Large Vision-Language Model Collaborative Framework—0
Switchable Decision: Dynamic Neural Generation Networks—0
Switch-BERT: Learning to Model Multimodal Interactions by Switching Attention and Input—0
SXUCFN-Core: STS Models Integrating FrameNet Parsing Information—0
SyCoCa: Symmetrizing Contrastive Captioners with Attentive Masking for Multimodal Alignment—0
SYGMA: System for Generalizable Modular Question Answering OverKnowledge Bases—0
Symbolic Graph Inference for Compound Scene Understanding—0
Symbol-Shift Equivariant Neural Networks—0
SynDARin: Synthesising Datasets for Automated Reasoning in Low-Resource Languages—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