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 3051–3100 of 10817 papers

TitleStatusHype
Leap-LSTM: Enhancing Long Short-Term Memory for Text CategorizationCode0
Detrimental Contexts in Open-Domain Question AnsweringCode0
Adversarial Feature Adaptation for Cross-lingual Relation ClassificationCode0
DyREx: Dynamic Query Representation for Extractive Question AnsweringCode0
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingCode0
A Neural Named Entity Recognition and Multi-Type Normalization Tool for Biomedical Text MiningCode0
Learned in Translation: Contextualized Word VectorsCode0
Detecting Temporal Ambiguity in QuestionsCode0
BAND: Biomedical Alert News DatasetCode0
TinyBERT: Distilling BERT for Natural Language UnderstandingCode0
Latent Alignment of Procedural Concepts in Multimodal RecipesCode0
Latent Entities Extraction: How to Extract Entities that Do Not Appear in the Text?Code0
Detecting Knowledge Boundary of Vision Large Language Models by Sampling-Based InferenceCode0
EaSe: A Diagnostic Tool for VQA based on Answer DiversityCode0
BioMedLAT Corpus: Annotation of the Lexical Answer Type for Biomedical QuestionsCode0
Adversarial Examples for Evaluating Reading Comprehension SystemsCode0
Large-scale Simple Question Answering with Memory NetworksCode0
Latent Alignment and Variational AttentionCode0
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language ModelsCode0
Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-TuningCode0
Large Models in Dialogue for Active Perception and Anomaly DetectionCode0
Large-scale Exploration of Neural Relation Classification ArchitecturesCode0
BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question AnsweringCode0
DESIRE-ME: Domain-Enhanced Supervised Information REtrieval using Mixture-of-ExpertsCode0
Large Language Models on Wikipedia-Style Survey Generation: an Evaluation in NLP ConceptsCode0
Large Language Models Understand LayoutCode0
ANetQA: A Large-scale Benchmark for Fine-grained Compositional Reasoning over Untrimmed VideosCode0
Large Language Models as Interpolated and Extrapolated Event PredictorsCode0
Design as Desired: Utilizing Visual Question Answering for Multimodal Pre-trainingCode0
Large Language Models Need Holistically Thought in Medical Conversational QACode0
Learning a Cost-Effective Annotation Policy for Question AnsweringCode0
Learning to Exploit Structured Resources for Lexical InferenceCode0
Background Summarization of Event TimelinesCode0
Language Models Still Struggle to Zero-shot Reason about Time SeriesCode0
DESCGEN: A Distantly Supervised Datasetfor Generating Entity DescriptionsCode0
DESCGEN: A Distantly Supervised Dataset for Generating Abstractive Entity DescriptionsCode0
Language Models Can See Better: Visual Contrastive Decoding For LLM Multimodal ReasoningCode0
Language Models as Knowledge Bases for Visual Word Sense DisambiguationCode0
Language Model Knowledge Distillation for Efficient Question Answering in SpanishCode0
Multi-Hop Paragraph Retrieval for Open-Domain Question AnsweringCode0
BabelBench: An Omni Benchmark for Code-Driven Analysis of Multimodal and Multistructured DataCode0
Language models are better than humans at next-token predictionCode0
A Zero-Shot Open-Vocabulary Pipeline for Dialogue UnderstandingCode0
Dense Passage Retrieval in Conversational SearchCode0
Language Models as Knowledge Bases?Code0
Denotation Extraction for Interactive Learning in Dialogue SystemsCode0
Edu-Values: Towards Evaluating the Chinese Education Values of Large Language ModelsCode0
EEE-QA: Exploring Effective and Efficient Question-Answer RepresentationsCode0
Denoising Table-Text Retrieval for Open-Domain Question AnsweringCode0
Denoising Distantly Supervised Open-Domain Question AnsweringCode0
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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