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 10101–10125 of 10817 papers

TitleStatusHype
SkillQG: Learning to Generate Question for Reading Comprehension Assessment—0
Skin-in-the-Game: Decision Making via Multi-Stakeholder Alignment in LLMs—0
Skipping Word: A Character-Sequential Representation based Framework for Question Answering—0
Skip-Prop: Representing Sentences with One Vector Per Proposition—0
Skip-Thought Memory Networks—0
SLA Management in Reconfigurable Multi-Agent RAG: A Systems Approach to Question Answering—0
SLIDE: Sliding Localized Information for Document Extraction—0
SlimLM: An Efficient Small Language Model for On-Device Document Assistance—0
SLM: Bridge the thin gap between speech and text foundation models—0
Slot-VLM: SlowFast Slots for Video-Language Modeling—0
SLS at SemEval-2016 Task 3: Neural-based Approaches for Ranking in Community Question Answering—0
SLUE Phase-2: A Benchmark Suite of Diverse Spoken Language Understanding Tasks—0
Small Language Models Learn Enhanced Reasoning Skills from Medical Textbooks—0
Smarnet: Teaching Machines to Read and Comprehend Like Human—0
SMAUG: Sparse Masked Autoencoder for Efficient Video-Language Pre-training—0
SMMILE: An Expert-Driven Benchmark for Multimodal Medical In-Context Learning—0
SnapNTell: Enhancing Entity-Centric Visual Question Answering with Retrieval Augmented Multimodal LLM—0
Social Bias in Popular Question-Answering Benchmarks—0
SocialGesture: Delving into Multi-person Gesture Understanding—0
Social IQa: Commonsense Reasoning about Social Interactions—0
Social-IQ: A Question Answering Benchmark for Artificial Social Intelligence—0
SocialStigmaQA: A Benchmark to Uncover Stigma Amplification in Generative Language Models—0
SOFTCARDINALITY-CORE: Improving Text Overlap with Distributional Measures for Semantic Textual Similarity—0
Soft Language Clustering for Multilingual Model Pre-training—0
Soft Marginal TransE for Scholarly Knowledge Graph Completion—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