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 2601–2625 of 10817 papers

TitleStatusHype
A RAG-based Question Answering System Proposal for Understanding Islam: MufassirQAS LLM—0
Causal Distillation for Language Models—0
A Joint Model for Question Answering and Question Generation—0
Easy Questions First? A Case Study on Curriculum Learning for Question Answering—0
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models—0
ArabTAG: from a Handcrafted to a Semi-automatically Generated TAG—0
Arabic WordNet: New Content and New Applications—0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction—0
eaVQA: An Experimental Analysis on Visual Question Answering Models—0
ECKGBench: Benchmarking Large Language Models in E-commerce Leveraging Knowledge Graph—0
Effective Transfer Learning for Identifying Similar Questions: Matching User Questions to COVID-19 FAQs—0
CaTeRS: Causal and Temporal Relation Scheme for Semantic Annotation of Event Structures—0
Arabic Textual Entailment with Word Embeddings—0
Categorizing Concepts With Basic Level for Vision-to-Language—0
A Joint Model for Answer Sentence Ranking and Answer Extraction—0
DynRsl-VLM: Enhancing Autonomous Driving Perception with Dynamic Resolution Vision-Language Models—0
Categorization of Semantic Roles for Dictionary Definitions—0
CATCH: Complementary Adaptive Token-level Contrastive Decoding to Mitigate Hallucinations in LVLMs—0
ArabianGPT: Native Arabic GPT-based Large Language Model—0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface—0
A Java Framework for Multilingual Definition and Hypernym Extraction—0
Activity report analysis with automatic single or multispan answer extraction—0
E3D-GPT: Enhanced 3D Visual Foundation for Medical Vision-Language Model—0
TempRetriever: Fusion-based Temporal Dense Passage Retrieval for Time-Sensitive Questions—0
Case-based Reasoning for Natural Language Queries over Knowledge Bases—0
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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