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 5226–5250 of 10817 papers

TitleStatusHype
Question-Answering Approach to Evaluating Legal SummariesCode0
Legal Question-Answering in the Indian Context: Efficacy, Challenges, and Potential of Modern AI Models—0
Analyzing the Efficacy of an LLM-Only Approach for Image-based Document Question Answering—0
QASports: A Question Answering Dataset about SportsCode0
Does the "most sinfully decadent cake ever" taste good? Answering Yes/No Questions from Figurative Contexts—0
Modeling Student Performance in Game-Based Learning EnvironmentsCode0
Diversifying Question Generation over Knowledge Base via External Natural Questions—0
Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models—0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP—0
HRoT: Hybrid prompt strategy and Retrieval of Thought for Table-Text Hybrid Question Answering—0
OpenAi's GPT4 as coding assistantCode0
Knowledge Sanitization of Large Language ModelsCode0
SQUARE: Automatic Question Answering Evaluation using Multiple Positive and Negative References—0
Retrieving Supporting Evidence for Generative Question Answering—0
Sequence-to-Sequence Spanish Pre-trained Language ModelsCode0
Visual Question Answering in the Medical Domain—0
Are Large Language Models Really Robust to Word-Level Perturbations?Code0
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
LLM Guided Inductive Inference for Solving Compositional Problems—0
Localize, Retrieve and Fuse: A Generalized Framework for Free-Form Question Answering over Tables—0
KOSMOS-2.5: A Multimodal Literate Model—0
Sentence Attention Blocks for Answer Grounding—0
Enhancing Open-Domain Table Question Answering via Syntax- and Structure-aware Dense RetrievalCode0
Benchmarks for Pirá 2.0, a Reading Comprehension Dataset about the Ocean, the Brazilian Coast, and Climate Change—0
QASnowball: An Iterative Bootstrapping Framework for High-Quality Question-Answering Data Generation—0
Show:102550
← PrevPage 210 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