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 5951–5975 of 10817 papers

TitleStatusHype
Conversational AI : Open Domain Question Answering and Commonsense Reasoning—0
Looking Beyond Sentence-Level Natural Language Inference for Downstream Tasks—0
Looking Beyond Sentence-Level Natural Language Inference for Question Answering and Text Summarization—0
Looking Beyond the Surface: A Challenge Set for Reading Comprehension over Multiple Sentences—0
Gaining Extra Supervision via Multi-task learning for Multi-Modal Video Question Answering—0
Looking for Hyponyms in Vector Space—0
Medical visual question answering using joint self-supervised learning—0
Hypo3D: Exploring Hypothetical Reasoning in 3D—0
Conv-CoA: Improving Open-domain Question Answering in Large Language Models via Conversational Chain-of-Action—0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering—0
Look to the Right: Mitigating Relative Position Bias in Extractive Question Answering—0
LoRA-Contextualizing Adaptation of Large Multimodal Models for Long Document Understanding—0
ControversialQA: Exploring Controversy in Question Answering—0
A System for Building FrameNet-like Corpus for the Biomedical Domain—0
LoSparse: Structured Compression of Large Language Models based on Low-Rank and Sparse Approximation—0
A Confidence-Based Interface for Neuro-Symbolic Visual Question Answering—0
HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation—0
Lost in OCR Translation? Vision-Based Approaches to Robust Document Retrieval—0
Lost in Overlap: Exploring Logit-based Watermark Collision in LLMs—0
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models—0
Dr. Tux: A Question Answering System for Ubuntu users—0
Hyper-dimensional computing for a visual question-answering system that is trainable end-to-end—0
A Systematic Survey of Prompt Engineering in Large Language Models: Techniques and Applications—0
Controlling Risk of Web Question Answering—0
Addressing Uncertainty in LLMs to Enhance Reliability in Generative AI—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