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 10551–10600 of 10817 papers

TitleStatusHype
Toward Optimal Search and Retrieval for RAGCode0
Toward Multi-Granularity Decision-Making: Explicit Visual Reasoning with Hierarchical KnowledgeCode0
Toward Evaluative Thinking: Meta Policy Optimization with Evolving Reward ModelsCode0
ToSA: Token Merging with Spatial AwarenessCode0
Which Shortcut Solution Do Question Answering Models Prefer to Learn?Code0
SelQA: A New Benchmark for Selection-based Question AnsweringCode0
TAPAS: Weakly Supervised Table Parsing via Pre-trainingCode0
TANDA: Transfer and Adapt Pre-Trained Transformer Models for Answer Sentence SelectionCode0
TallyQA: Answering Complex Counting QuestionsCode0
Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QACode0
UMIT: Unifying Medical Imaging Tasks via Vision-Language ModelsCode0
Tailoring Self-Rationalizers with Multi-Reward DistillationCode0
An Entropy Clustering Approach for Assessing Visual Question DifficultyCode0
tagE: Enabling an Embodied Agent to Understand Human InstructionsCode0
Semi-supervised Question Retrieval with Gated ConvolutionsCode0
UNK-VQA: A Dataset and a Probe into the Abstention Ability of Multi-modal Large ModelsCode0
A Simple and Effective Model for Answering Multi-span QuestionsCode0
Tackling Graphical NLP problems with Graph Recurrent NetworksCode0
Tackling Data Bias in MUSIC-AVQA: Crafting a Balanced Dataset for Unbiased Question-AnsweringCode0
Top K Relevant Passage Retrieval for Biomedical Question AnsweringCode0
TaCA: Upgrading Your Visual Foundation Model with Task-agnostic Compatible AdapterCode0
TAB-VCR: Tags and Attributes based VCR BaselinesCode0
Uncertainty-Aware Text-to-Program for Question Answering on Structured Electronic Health RecordsCode0
TAB-VCR: Tags and Attributes based Visual Commonsense Reasoning BaselinesCode0
Small Models Are (Still) Effective Cross-Domain Argument ExtractorsCode0
Who’s on First?: Probing the Learning and Representation Capabilities of Language Models on Deterministic Closed DomainsCode0
Table Question Answering for Low-resourced Indic LanguagesCode0
SCENE: Self-Labeled Counterfactuals for Extrapolating to Negative ExamplesCode0
Wrong Answers Can Also Be Useful: PlausibleQA -- A Large-Scale QA Dataset with Answer Plausibility ScoresCode0
Uncertainty Guided Global Memory Improves Multi-Hop Question AnsweringCode0
Table2answer: Read the database and answer without SQLCode0
Self-Training Meets Consistency: Improving LLMs' Reasoning With Consistency-Driven Rationale EvaluationCode0
SlotPi: Physics-informed Object-centric Reasoning ModelsCode0
Topic Transferable Table Question AnsweringCode0
Uncertainty Quantification in Retrieval Augmented Question AnsweringCode0
WARP-Text: a Web-Based Tool for Annotating Relationships between Pairs of TextsCode0
Zero-shot Commonsense Question Answering with Cloze Translation and Consistency OptimizationCode0
Watch Out Your Album! On the Inadvertent Privacy Memorization in Multi-Modal Large Language ModelsCode0
WXImpactBench: A Disruptive Weather Impact Understanding Benchmark for Evaluating Large Language ModelsCode0
Zero-shot Commonsense Reasoning over Machine ImaginationCode0
Self Supervision for Attention NetworksCode0
Uncovering Hidden Connections: Iterative Search and Reasoning for Video-grounded DialogCode0
Uncovering Hidden Semantics of Set Information in Knowledge BasesCode0
T2I-FineEval: Fine-Grained Compositional Metric for Text-to-Image EvaluationCode0
Uncovering the Full Potential of Visual Grounding Methods in VQACode0
ToMChallenges: A Principle-Guided Dataset and Diverse Evaluation Tasks for Exploring Theory of MindCode0
Systematic Inequalities in Language Technology Performance across the World’s LanguagesCode0
Zero-Shot Complex Question-Answering on Long Scientific DocumentsCode0
Weak-eval-Strong: Evaluating and Eliciting Lateral Thinking of LLMs with Situation PuzzlesCode0
Understanding Attention for Vision-and-Language TasksCode0
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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