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 10001–10050 of 10817 papers

TitleStatusHype
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
NLQxform: A Language Model-based Question to SPARQL TransformerCode0
RACQUET: Unveiling the Dangers of Overlooked Referential Ambiguity in Visual LLMsCode0
NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering DatasetCode0
No Images, No Problem: Retaining Knowledge in Continual VQA with Questions-Only MemoryCode0
Probing Commonsense Knowledge in Pre-trained Language Models with Sense-level Precision and Expanded VocabularyCode0
Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming DataCode0
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
Climate Finance BenchCode0
RadioRAG: Factual large language models for enhanced diagnostics in radiology using online retrieval augmented generationCode0
Episodic Memory in Lifelong Language LearningCode0
AdaVQA: Overcoming Language Priors with Adapted Margin Cosine LossCode0
No Length Left Behind: Enhancing Knowledge Tracing for Modeling Sequences of Excessive or Insufficient LengthsCode0
EpiK-Eval: Evaluation for Language Models as Epistemic ModelsCode0
Attentive Pooling NetworksCode0
LLM Robustness Against Misinformation in Biomedical Question AnsweringCode0
Relation Extraction with Instance-Adapted Predicate DescriptionsCode0
Entropy-Based Decoding for Retrieval-Augmented Large Language ModelsCode0
Applying recent advances in Visual Question Answering to Record LinkageCode0
Entity-Relation Extraction as Multi-Turn Question AnsweringCode0
Reverse Question Answering: Can an LLM Write a Question so Hard (or Bad) that it Can't Answer?Code0
Probing the Geometry of Truth: Consistency and Generalization of Truth Directions in LLMs Across Logical Transformations and Question Answering TasksCode0
LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?Code0
Towards Answering Climate Questionnaires from Unstructured Climate ReportsCode0
Say What You Mean! Large Language Models Speak Too Positively about Negative Commonsense KnowledgeCode0
EntGPT: Linking Generative Large Language Models with Knowledge BasesCode0
Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering SystemsCode0
No One is Perfect: Analysing the Performance of Question Answering Components over the DBpedia Knowledge GraphCode0
Ensemble ALBERT on SQuAD 2.0Code0
Enhancing Vietnamese VQA through Curriculum Learning on Raw and Augmented Text RepresentationsCode0
CLIFT: Analysing Natural Distribution Shift on Question Answering Models in Clinical DomainCode0
No perspective, no perception!! Perspective-aware Healthcare Answer SummarizationCode0
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLMCode0
Enhancing the Transformer with Explicit Relational Encoding for Math Problem SolvingCode0
Review-guided Helpful Answer Identification in E-commerceCode0
Enhancing the AI2 Diagrams Dataset Using Rhetorical Structure TheoryCode0
NORMY: Non-Uniform History Modeling for Open Retrieval Conversational Question AnsweringCode0
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring ExpressionsCode0
ELOQ: Resources for Enhancing LLM Detection of Out-of-Scope QuestionsCode0
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine TranslationCode0
Locally Smoothed Neural NetworksCode0
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA SystemsCode0
CLEVR\_HYP: A Challenge Dataset and Baselines for Visual Question Answering with Hypothetical Actions over ImagesCode0
Enhancing textual textbook question answering with large language models and retrieval augmented generationCode0
CLEVR_HYP: A Challenge Dataset and Baselines for Visual Question Answering with Hypothetical Actions over ImagesCode0
Enhancing Temporal Modeling of Video LLMs via Time GatingCode0
Location Aware Modular Biencoder for Tourism Question AnsweringCode0
Enhancing SPARQL Generation by Triplet-order-sensitive Pre-trainingCode0
Enhancing Retrieval in QA Systems with Derived Feature AssociationCode0
Enhancing Paraphrase Type Generation: The Impact of DPO and RLHF Evaluated with Human-Ranked DataCode0
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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