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

Showing 18511900 of 10817 papers

TitleStatusHype
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and IntentsCode1
Change Detection Meets Visual Question AnsweringCode1
Are Multilingual LLMs Culturally-Diverse Reasoners? An Investigation into Multicultural Proverbs and SayingsCode1
SATORI-R1: Incentivizing Multimodal Reasoning with Spatial Grounding and Verifiable RewardsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning StrategiesCode1
A Dataset of Information-Seeking Questions and Answers Anchored in Research PapersCode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
SCDE: Sentence Cloze Dataset with High Quality Distractors From ExaminationsCode1
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
Schema2QA: High-Quality and Low-Cost Q&A Agents for the Structured WebCode1
Dialog Inpainting: Turning Documents into DialogsCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMsCode1
SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning TypesCode1
DialSim: A Real-Time Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational AgentsCode1
CharBERT: Character-aware Pre-trained Language ModelCode1
SCREWS: A Modular Framework for Reasoning with RevisionsCode1
SCROLLS: Standardized CompaRison Over Long Language SequencesCode1
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Dynamic Language Binding in Relational Visual ReasoningCode1
Engineering flexible machine learning systems by traversing functionally-invariant pathsCode1
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
Seeing What You Miss: Vision-Language Pre-training with Semantic Completion LearningCode1
SEER: Facilitating Structured Reasoning and Explanation via Reinforcement LearningCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question AnsweringCode1
Self-Chained Image-Language Model for Video Localization and Question AnsweringCode1
SelfCheck: Using LLMs to Zero-Shot Check Their Own Step-by-Step ReasoningCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question AnsweringCode1
Densely Connected Attention Propagation for Reading ComprehensionCode1
Can We Talk Models Into Seeing the World Differently?Code1
Semantic Equivalent Adversarial Data Augmentation for Visual Question AnsweringCode1
DELIFT: Data Efficient Language model Instruction Fine TuningCode1
ChatGPT: Jack of all trades, master of noneCode1
Context Awareness Gate For Retrieval Augmented GenerationCode1
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused EvaluationCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
DeFormer: Decomposing Pre-trained Transformers for Faster Question AnsweringCode1
Sequence tagging for biomedical extractive question answeringCode1
Sequence-to-Sequence Knowledge Graph Completion and Question AnsweringCode1
Sequence-to-Sequence Models for Extracting Information from Registration and Legal DocumentsCode1
ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action ModelCode1
A Dataset for Statutory Reasoning in Tax Law Entailment and Question AnsweringCode1
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified