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 10401–10450 of 10817 papers

TitleStatusHype
Training-free LLM Merging for Multi-task LearningCode0
Using the Poly-encoder for a COVID-19 Question Answering SystemCode0
When an LLM is apprehensive about its answers -- and when its uncertainty is justifiedCode0
SDNet: Contextualized Attention-based Deep Network for Conversational Question AnsweringCode0
Securing Vision-Language Models with a Robust Encoder Against Jailbreak and Adversarial AttacksCode0
Sequential Attention with Keyword Mask Model for Community-based Question AnsweringCode0
Training-Free Exponential Context Extension via Cascading KV CacheCode0
Sequence-to-Sequence Spanish Pre-trained Language ModelsCode0
Transferable and Efficient Non-Factual Content Detection via Probe Training with Offline Consistency CheckingCode0
Utilize the Flow before Stepping into the Same River Twice: Certainty Represented Knowledge Flow for Refusal-Aware Instruction TuningCode0
Utilizing Background Knowledge for Robust Reasoning over Traffic SituationsCode0
Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary SentenceCode0
Texts or Images? A Fine-grained Analysis on the Effectiveness of Input Representations and Models for Table Question AnsweringCode0
Long Context Question Answering via Supervised Contrastive LearningCode0
SecQA: A Concise Question-Answering Dataset for Evaluating Large Language Models in Computer SecurityCode0
When in Doubt, Ask: Generating Answerable and Unanswerable Questions, UnsupervisedCode0
Transfer Learning via Unsupervised Task Discovery for Visual Question AnsweringCode0
Transfer Learning with Synthetic Corpora for Spatial Role Labeling and ReasoningCode0
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal PredictionCode0
Scoring and Classifying Implicit Positive Interpretations: A Challenge of Class ImbalanceCode0
Transformer-based Language Models for Factoid Question Answering at BioASQ9bCode0
VnCoreNLP: A Vietnamese Natural Language Processing ToolkitCode0
Source-Free Domain Adaptation for Question Answering with Masked Self-trainingCode0
SOrT-ing VQA Models : Contrastive Gradient Learning for Improved ConsistencyCode0
Track the Answer: Extending TextVQA from Image to Video with Spatio-Temporal CluesCode0
Transformer Module Networks for Systematic Generalization in Visual Question AnsweringCode0
Public Attitudes Toward ChatGPT on Twitter: Sentiments, Topics, and OccupationsCode0
VOGUE: Answer Verbalization through Multi-Task LearningCode0
Solla: Towards a Speech-Oriented LLM That Hears Acoustic ContextCode0
TQA-Bench: Evaluating LLMs for Multi-Table Question Answering with Scalable Context and Symbolic ExtensionCode0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
Towards Zero-Shot Conditional Summarization with Adaptive Multi-Task Fine-TuningCode0
Towards Visual Question Answering on Pathology ImagesCode0
Transforming Dependency Structures to Logical Forms for Semantic ParsingCode0
Towards Transparent Interactive Semantic Parsing via Step-by-Step CorrectionCode0
Valencer: an API to Query Valence Patterns in FrameNetCode0
Text Simplification for Comprehension-based Question-AnsweringCode0
When Retriever-Reader Meets Scenario-Based Multiple-Choice QuestionsCode0
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering CapabilitiesCode0
Vamos: Versatile Action Models for Video UnderstandingCode0
Transition-based Semantic Role Labeling with Pointer NetworksCode0
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and ChallengesCode0
Translating Place-Related Questions to GeoSPARQL QueriesCode0
VoQA: Visual-only Question AnsweringCode0
VANiLLa : Verbalized Answers in Natural Language at Large ScaleCode0
Soft-Prompting with Graph-of-Thought for Multi-modal Representation LearningCode0
Text Fact TransferCode0
TextBugger: Generating Adversarial Text Against Real-world ApplicationsCode0
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual ReasoningCode0
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning ModelsCode0
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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