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 4226–4250 of 10817 papers

TitleStatusHype
A Simple Yet Strong Pipeline for HotpotQA—0
A Linguistic Study on Relevance Modeling in Information Retrieval—0
Abstract Meaning Representation of Constructions: The More We Include, the Better the Representation—0
From Chat Logs to Collective Insights: Aggregative Question Answering—0
Clustering Monolingual Vocabularies to Improve Cross-Lingual Generalization—0
From Beginner to Expert: Modeling Medical Knowledge into General LLMs—0
FriendsQA: Open-Domain Question Answering on TV Show Transcripts—0
Clustering Examples in Multi-Dataset Benchmarks with Item Response Theory—0
Frequently Asked Questions Retrieval for Croatian Based on Semantic Textual Similarity—0
Cluster-Former: Clustering-based Sparse Transformer for Question Answering—0
FReM: A Flexible Reasoning Mechanism for Balancing Quick and Slow Thinking in Long-Context Question Answering—0
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding—0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce—0
freePruner: A Training-free Approach for Large Multimodal Model Acceleration—0
Free Form Medical Visual Question Answering in Radiology—0
A Simple Linear Patch Revives Layer-Pruned Large Language Models—0
Freebase QA: Information Extraction or Semantic Parsing?—0
FRAQUE: a FRAme-based QUEstion-answering system for the Public Administration domain—0
CLTR: An End-to-End, Transformer-Based System for Cell-Level Table Retrieval and Table Question Answering—0
A Simple End-to-End Question Answering Model for Product Information—0
AliMe KG: Domain Knowledge Graph Construction and Application in E-commerce—0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge—0
Framing QA as Building and Ranking Intersentence Answer Justifications—0
Framework for Weakly Supervised Causal Knowledge Extraction from Text—0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—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