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 3576–3600 of 10817 papers

TitleStatusHype
Double Retrieval and Ranking for Accurate Question Answering—0
Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding—0
Categorizing Concepts With Basic Level for Vision-to-Language—0
Do Transformers Dream of Inference, or Can Pretrained Generative Models Learn Implicit Inferential Rules?—0
Experiments on Hybrid Corpus-Based Sentiment Lexicon Acquisition—0
Experiments with Easy-first nonprojective constituent parsing—0
Expert Finding in Community Question Answering: A Review—0
Annotation Methodologies for Vision and Language Dataset Creation—0
Do Transformer Networks Improve the Discovery of Rules from Text?—0
Beyond Retrieval: Joint Supervision and Multimodal Document Ranking for Textbook Question Answering—0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic—0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Explainable Artificial Intelligence Recommendation System by Leveraging the Semantics of Adverse Childhood Experiences: Proof-of-Concept Prototype Development—0
Font-Agent: Enhancing Font Understanding with Large Language Models—0
Explainable Assessment of Healthcare Articles with QA—0
DoT: An efficient Double Transformer for NLP tasks with tables—0
Do Smaller Language Models Answer Contextualised Questions Through Memorisation Or Generalisation?—0
Explainable Fact-checking through Question Answering—0
A RAG-based Question Answering System Proposal for Understanding Islam: MufassirQAS LLM—0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts—0
Case-Based Abductive Natural Language Inference—0
Do Sentence Transformers Learn Quasi-Geospatial Concepts from General Text?—0
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures—0
A Concept-Centric Approach to Multi-Modality Learning—0
DoReMi: Grounding Language Model by Detecting and Recovering from Plan-Execution Misalignment—0
Show:102550
← PrevPage 144 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