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 9176–9200 of 10817 papers

TitleStatusHype
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs—0
IIE-NLP-Eyas at SemEval-2021 Task 4: Enhancing PLM for ReCAM with Special Tokens, Re-Ranking, Siamese Encoders and Back Translation—0
IIE-NLP-NUT at SemEval-2020 Task 4: Guiding PLM with Prompt Template Reconstruction Strategy for ComVE—0
IISCNLP at SemEval-2016 Task 2: Interpretable STS with ILP based Multiple Chunk Aligner—0
IIT-KGP at MEDIQA 2019: Recognizing Question Entailment using Sci-BERT stacked with a Gradient Boosting Classifier—0
IITP at MEDIQA 2019: Systems Report for Natural Language Inference, Question Entailment and Question Answering—0
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition—0
IJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations—0
CLIPPO: Image-and-Language Understanding from Pixels Only—0
Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks—0
Image Captioning and Visual Question Answering Based on Attributes and External Knowledge—0
Image Captioning with Compositional Neural Module Networks—0
Image Manipulation via Multi-Hop Instructions -- A New Dataset and Weakly-Supervised Neuro-Symbolic Approach—0
Image Position Prediction in Multimodal Documents—0
Image Semantic Relation Generation—0
ImageTTR: Grounding Type Theory with Records in Image Classification for Visual Question Answering—0
Imaginations of WALL-E : Reconstructing Experiences with an Imagination-Inspired Module for Advanced AI Systems—0
ImF: Implicit Fingerprint for Large Language Models—0
Img-Diff: Contrastive Data Synthesis for Multimodal Large Language Models—0
Imperfect Vision Encoders: Efficient and Robust Tuning for Vision-Language Models—0
Implementation Notes for the Soft Cosine Measure—0
Implications of Deep Circuits in Improving Quality of Quantum Question Answering—0
Implicit Dimension Identification in User-Generated Text with LSTM Networks—0
Implicit Discourse Relation Recognition with Context-aware Character-enhanced Embeddings—0
Implicit Relation Linking for Question Answering over Knowledge Graph—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