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 8476–8500 of 10817 papers

TitleStatusHype
KeLP at SemEval-2017 Task 3: Learning Pairwise Patterns in Community Question Answering—0
Kencorpus: A Kenyan Language Corpus of Swahili, Dholuo and Luhya for Natural Language Processing Tasks—0
KenSwQuAD -- A Question Answering Dataset for Swahili Low Resource Language—0
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM—0
KERMIT: Generative Insertion-Based Modeling for Sequences—0
Kernel Pooling for Convolutional Neural Networks—0
KET-QA: A Dataset for Knowledge Enhanced Table Question Answering—0
KeyGen2Vec: Learning Document Embedding via Multi-label Keyword Generation in Question-Answering—0
Keynote: Graph-based Approaches for Spoken Language Understanding—0
Keyphrase Extraction in Scientific Articles: A Supervised Approach—0
Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
KEYword based Sampling (KEYS) for Large Language Models—0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings—0
KGConv, a Conversational Corpus grounded in Wikidata—0
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering—0
KGI: An Integrated Framework for Knowledge Intensive Language Tasks—0
KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification—0
KgPLM: Knowledge-guided Language Model Pre-training via Generative and Discriminative Learning—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
KIQA: Knowledge-Infused Question Answering Model for Financial Table-Text Data—0
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation—0
KIT-Multi: A Translation-Oriented Multilingual Embedding Corpus—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