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 5851–5875 of 10817 papers

TitleStatusHype
Diversifying Question Generation over Knowledge Base via External Natural Questions—0
An Interactive System for Exploring Community Question Answering Forums—0
LLaVA-Ultra: Large Chinese Language and Vision Assistant for Ultrasound—0
A Fact Checking and Verification System for FEVEROUS Using a Zero-Shot Learning Approach—0
Learning to Temporally Order Medical Events in Clinical Text—0
Learning to Summarize and Answer Questions about a Virtual Robot's Past Actions—0
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs—0
Learning to Summarise Related Sentences—0
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering—0
LLM-based Extraction of Contradictions from Patents—0
Learning to Specialize with Knowledge Distillation for Visual Question Answering—0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
Diversifying Joint Vision-Language Tokenization Learning—0
Bend but Don't Break? Multi-Challenge Stress Test for QA Models—0
Learning to Solve Geometry Problems from Natural Language Demonstrations in Textbooks—0
LLM Enhancer: Merged Approach using Vector Embedding for Reducing Large Language Model Hallucinations with External Knowledge—0
Learning to Select the Relevant History Turns in Conversational Question Answering—0
Learning to Select Question-Relevant Relations for Visual Question Answering—0
Diverse Multi-Answer Retrieval with Determinantal Point Processes—0
LLMI3D: Empowering LLM with 3D Perception from a Single 2D Image—0
Benchmarks for Pirá 2.0, a Reading Comprehension Dataset about the Ocean, the Brazilian Coast, and Climate Change—0
LLM-MedQA: Enhancing Medical Question Answering through Case Studies in Large Language Models—0
An Intelligent Question Answering System based on Power Knowledge Graph—0
LLMs are not Zero-Shot Reasoners for Biomedical Information Extraction—0
Learning to Selectively Transfer: Reinforced Transfer Learning for Deep Text Matching—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