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 8326–8350 of 10817 papers

TitleStatusHype
A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains—0
mSTEB: Massively Multilingual Evaluation of LLMs on Speech and Text Tasks—0
Improving Twitter Named Entity Recognition using Word Representations—0
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs—0
COVIDRead: A Large-scale Question Answering Dataset on COVID-19—0
Improving the Question Answering Quality using Answer Candidate Filtering based on Natural-Language Features—0
AttentionRNN: A Structured Spatial Attention Mechanism—0
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering—0
Improving Temporal Relation Extraction with Training Instance Augmentation—0
Improving TCM Question Answering through Tree-Organized Self-Reflective Retrieval with LLMs—0
COVID-19 Literature Knowledge Graph Construction and Drug Repurposing Report Generation—0
Attention Overlap Is Responsible for The Entity Missing Problem in Text-to-image Diffusion Models!—0
Improving Span-based Question Answering Systems with Coarsely Labeled Data—0
Improving Skin Condition Classification with a Visual Symptom Checker Trained using Reinforcement Learning—0
Improving Skin Condition Classification with a Question Answering Model—0
Improving Semantic Parsing via Answer Type Inference—0
CourseGPT-zh: an Educational Large Language Model Based on Knowledge Distillation Incorporating Prompt Optimization—0
Improving Retrieval for RAG based Question Answering Models on Financial Documents—0
CourseAssist: Pedagogically Appropriate AI Tutor for Computer Science Education—0
A Discourse-Annotated Corpus of Conjoined VPs—0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition—0
Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs—0
Improving Question Classification by Feature Extraction and Selection—0
AttentionMeSH: Simple, Effective and Interpretable Automatic MeSH Indexer—0
Improving Question Answering with Generation of NQ-like Questions—0
Show:102550
← PrevPage 334 of 433Next →
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