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 9151–9200 of 10817 papers

TitleStatusHype
ICDAR 2019 Competition on Scene Text Visual Question Answering—0
ICE: Idiom and Collocation Extractor for Research and Education—0
ICL00 at SemEval-2016 Task 3: Translation-Based Method for CQA System—0
i-Code Studio: A Configurable and Composable Framework for Integrative AI—0
ICRC-HIT: A Deep Learning based Comment Sequence Labeling System for Answer Selection Challenge—0
Identification of Alias Links among Participants in Narratives—0
Identification of Temporal Event Relationships in Biographical Accounts—0
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models—0
Identifying Causal Relations Using Parallel Wikipedia Articles—0
Identifying Constant and Unique Relations by using Time-Series Text—0
Identifying Nuggets of Information in GALE Distillation Evaluation—0
Identifying Participation of Individual Verbs or VerbNet Classes in the Causative Alternation—0
Identifying Purpose Behind Electoral Tweets—0
Identifying Shopping Intent in Product QA for Proactive Recommendations—0
Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks—0
Identifying the Provision of Choices in Privacy Policy Text—0
Identifying Various Kinds of Event Mentions in K-Parser Output—0
Idest: Learning a Distributed Representation for Event Patterns—0
idT5: Indonesian Version of Multilingual T5 Transformer—0
IFlyLegal: A Chinese Legal System for Consultation, Law Searching, and Document Analysis—0
If No Media Were Allowed inside the Venue, Was Anybody Allowed?—0
IfQA: A Dataset for Open-domain Question Answering under Counterfactual Presuppositions—0
If You Can't Beat Them Join Them: Handcrafted Features Complement Neural Nets for Non-Factoid Answer Reranking—0
If You Want to Go Far Go Together: Unsupervised Joint Candidate Evidence Retrieval for Multi-hop Question Answering—0
I Have Seen Enough: A Teacher Student Network for Video Classification Using Fewer Frames—0
IHS-RD-Belarus at SemEval-2016 Task 1: Multistage Approach for Measuring Semantic Similarity—0
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
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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