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 5401–5425 of 10817 papers

TitleStatusHype
Analysis of Visual Question Answering Algorithms with attention model—0
CopyBERT: A Unified Approach to Question Generation with Self-Attention—0
A deep learning approach for predicting the quality of online health expert question-answering services—0
Learning to Rehearse in Long Sequence Memorization—0
Detecting Asymmetric Semantic Relations in Context: A Case-Study on Hypernymy Detection—0
Learning to Select Question-Relevant Relations for Visual Question Answering—0
Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models—0
Detecting Bot-Answerable Questions in Ubuntu Chat—0
ImF: Implicit Fingerprint for Large Language Models—0
Coping with Derivation in the Bulgarian Wordnet—0
Imaginations of WALL-E : Reconstructing Experiences with an Imagination-Inspired Module for Advanced AI Systems—0
Cooperative Semi-Supervised Transfer Learning of Machine Reading Comprehension—0
A Topic Model for Building Fine-grained Domain-specific Emotion Lexicon—0
Language Portability for Dialogue Systems: Translating a Question-Answering System from English into Tamil—0
Neural Reasoning, Fast and Slow, for Video Question Answering—0
ImageTTR: Grounding Type Theory with Records in Image Classification for Visual Question Answering—0
Image Semantic Relation Generation—0
Cooperative Self-training of Machine Reading Comprehension—0
LAPDoc: Layout-Aware Prompting for Documents—0
Large Language Model Agent for Modular Task Execution in Drug Discovery—0
Large Language Model Benchmarks in Medical Tasks—0
Large Language Model Driven Recommendation—0
Large Language Model for Table Processing: A Survey—0
Large Language Model Programs—0
Cooperative Reasoning on Knowledge Graph and Corpus: A Multi-agentReinforcement Learning Approach—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