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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 8601–8650 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
Large Language Model Driven Recommendation—0
Large Language Model for Table Processing: A Survey—0
Large Language Model Programs—0
Large Language Models are Complex Table Parsers—0
Large Language Models are Null-Shot Learners—0
Large Language Models as a Tool for Mining Object Knowledge—0
Large Language Models Can Self-Correct with Key Condition Verification—0
Large Language Models Can Self-Improve—0
Large Language Models for Judicial Entity Extraction: A Comparative Study—0
Large Language Models for Multi-Choice Question Classification of Medical Subjects—0
Large Language Models for Social Networks: Applications, Challenges, and Solutions—0
Large language models in healthcare and medical domain: A review—0
LargePiG: Your Large Language Model is Secretly a Pointer Generator—0
Large-Scale Acquisition of Commonsense Knowledge via a Quiz Game on a Dialogue System—0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity—0
Large-scale CCG Induction from the Groningen Meaning Bank—0
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
Large-Scale Goodness Polarity Lexicons for Community Question Answering—0
Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents—0
Large-Scale Paraphrasing for Natural Language Understanding—0
Large Scale Question Answering using Tourism Data—0
Large Scale Question Paraphrase Retrieval with Smoothed Deep Metric Learning—0
Large Scale Scene Text Verification with Guided Attention—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Large Search Model: Redefining Search Stack in the Era of LLMs—0
Show:102550
← PrevPage 173 of 217Next →
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