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 8601–8625 of 10817 papers

TitleStatusHype
Labeled Alignment for Recognizing Textual Entailment—0
Label Embedding for Zero-shot Fine-grained Named Entity Typing—0
LaFFi: Leveraging Hybrid Natural Language Feedback for Fine-tuning Language Models—0
LaMP-QA: A Benchmark for Personalized Long-form Question Answering—0
Langforia: Language Pipelines for Annotating Large Collections of Documents—0
Language-aware Visual Semantic Distillation for Video Question Answering—0
Language bias in Visual Question Answering: A Survey and Taxonomy—0
Language Features Matter: Effective Language Representations for Vision-Language Tasks—0
Language-Image Models with 3D Understanding—0
Language Independent Sentence-Level Subjectivity Analysis with Feature Selection—0
Language Is Not All You Need: Aligning Perception with Language Models—0
LEMON: LanguagE ModeL for Negative Sampling of Knowledge Graph Embeddings—0
Language Model-Guided Knowledge Subgraphs for Question Answering—0
Language Model is All You Need: Natural Language Understanding as Question Answering—0
Language Model Pre-training for Hierarchical Document Representations—0
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering—0
Language Models as a Knowledge Source for Cognitive Agents—0
Language Models as Fact Checkers?—0
Language Models Benefit from Preparation with Elicited Knowledge—0
Language Models sounds the Death Knell of Knowledge Graphs—0
Language Models with Rationality—0
Language Portability for Dialogue Systems: Translating a Question-Answering System from English into Tamil—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
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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