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 901950 of 10817 papers

TitleStatusHype
COVID-19 event extraction from Twitter via extractive question answering with continuous promptsCode1
COVID-QA: A Question Answering Dataset for COVID-19Code1
Fine-Grained Evaluation of Large Vision-Language Models in Autonomous DrivingCode1
Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language ModelsCode1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual WorldsCode1
Creating Custom Event Data Without Dictionaries: A Bag-of-TricksCode1
Change Detection Meets Visual Question AnsweringCode1
Characterizing Truthfulness in Large Language Model Generations with Local Intrinsic DimensionCode1
Are Deep Neural Networks SMARTer than Second Graders?Code1
An Optimal Algorithm for Finding Champions in Tournament GraphsCode1
Cross-document Event Coreference Search: Task, Dataset and ModelingCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
CDLM: Cross-Document Language ModelingCode1
Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMsCode1
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model EvaluationCode1
Fine-grained Image Classification and Retrieval by Combining Visual and Locally Pooled Textual FeaturesCode1
Improving BERT with Syntax-aware Local AttentionCode1
Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language UnderstandingCode1
Cross-modal Causal Relation Alignment for Video Question GroundingCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator AgentCode1
Cross-Modal Causal Relational Reasoning for Event-Level Visual Question AnsweringCode1
Cross-modal Information Flow in Multimodal Large Language ModelsCode1
ALaRM: Align Language Models via Hierarchical Rewards ModelingCode1
Are Multilingual LLMs Culturally-Diverse Reasoners? An Investigation into Multicultural Proverbs and SayingsCode1
ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper PagesCode1
Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited ExamplesCode1
FILTER: An Enhanced Fusion Method for Cross-lingual Language UnderstandingCode1
ChainCQG: Flow-Aware Conversational Question GenerationCode1
C-STS: Conditional Semantic Textual SimilarityCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
Cerbero-7B: A Leap Forward in Language-Specific LLMs Through Enhanced Chat Corpus Generation and EvaluationCode1
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
CXR-LLAVA: a multimodal large language model for interpreting chest X-ray imagesCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge GraphsCode1
CVLUE: A New Benchmark Dataset for Chinese Vision-Language Understanding EvaluationCode1
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingCode1
CBR-RAG: Case-Based Reasoning for Retrieval Augmented Generation in LLMs for Legal Question AnsweringCode1
CC-Riddle: A Question Answering Dataset of Chinese Character RiddlesCode1
Are Vision Language Models Ready for Clinical Diagnosis? A 3D Medical Benchmark for Tumor-centric Visual Question AnsweringCode1
CharBERT: Character-aware Pre-trained Language ModelCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
Fool Your (Vision and) Language Model With Embarrassingly Simple PermutationsCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering TasksCode1
InfMLLM: A Unified Framework for Visual-Language TasksCode1
FeTaQA: Free-form Table Question AnsweringCode1
Causal Distillation for Language ModelsCode1
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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