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 1051–1100 of 10817 papers

TitleStatusHype
A Few More Examples May Be Worth Billions of ParametersCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
Gracefully Filtering Backdoor Samples for Generative Large Language Models without RetrainingCode1
Graphhopper: Multi-Hop Scene Graph Reasoning for Visual Question AnsweringCode1
Greedy Gradient Ensemble for Robust Visual Question AnsweringCode1
Clinical Reading Comprehension: A Thorough Analysis of the emrQA DatasetCode1
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label EmbeddingCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
An Investigation of LLMs' Inefficacy in Understanding Converse RelationsCode1
Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequencesCode1
GooAQ: Open Question Answering with Diverse Answer TypesCode1
Are Bias Mitigation Techniques for Deep Learning Effective?Code1
GMAI-VL-R1: Harnessing Reinforcement Learning for Multimodal Medical ReasoningCode1
CLEVR-X: A Visual Reasoning Dataset for Natural Language ExplanationsCode1
Clickbait Spoiling via Question Answering and Passage RetrievalCode1
CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question AnsweringCode1
Good Questions Help Zero-Shot Image ReasoningCode1
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual ReasoningCode1
Global and Local Semantic Completion Learning for Vision-Language Pre-trainingCode1
CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical ReasoningCode1
Comprehensive Visual Question Answering on Point Clouds through Compositional Scene ManipulationCode1
Glance and Focus: Memory Prompting for Multi-Event Video Question AnsweringCode1
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented GenerationCode1
Classification-Regression for Chart ComprehensionCode1
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge AlignmentCode1
CLAPNQ: Cohesive Long-form Answers from Passages in Natural Questions for RAG systemsCode1
ClarQ: A large-scale and diverse dataset for Clarification Question GenerationCode1
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringCode1
Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder TransformersCode1
Genixer: Empowering Multimodal Large Language Models as a Powerful Data GeneratorCode1
ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper PagesCode1
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
GENOME: GenerativE Neuro-symbOlic visual reasoning by growing and reusing ModulEsCode1
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal UnderstandingCode1
ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human PreferencesCode1
ChineseEcomQA: A Scalable E-commerce Concept Evaluation Benchmark for Large Language ModelsCode1
Check It Again:Progressive Visual Question Answering via Visual EntailmentCode1
Check It Again: Progressive Visual Question Answering via Visual EntailmentCode1
ChestX-Reasoner: Advancing Radiology Foundation Models with Reasoning through Step-by-Step VerificationCode1
ChatVLA: Unified Multimodal Understanding and Robot Control with Vision-Language-Action ModelCode1
A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question AnsweringCode1
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
ChatGPT: Jack of all trades, master of noneCode1
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEsCode1
Citekit: A Modular Toolkit for Large Language Model Citation GenerationCode1
Generating with Confidence: Uncertainty Quantification for Black-box Large Language ModelsCode1
Generative Bias for Robust Visual Question AnsweringCode1
GeoGalactica: A Scientific Large Language Model in GeoscienceCode1
Gemini Goes to Med School: Exploring the Capabilities of Multimodal Large Language Models on Medical Challenge Problems & HallucinationsCode1
ChartInstruct: Instruction Tuning for Chart Comprehension and ReasoningCode1
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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