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 4751–4800 of 10817 papers

TitleStatusHype
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Archival News Collections—0
Explicit Knowledge-based Reasoning for Visual Question Answering—0
Explicit Diversity Conditions for Effective Question Answer Generation with Large Language Models—0
CBR-iKB: A Case-Based Reasoning Approach for Question Answering over Incomplete Knowledge Bases—0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections—0
A Knowledge-based Approach for Answering Complex Questions in Persian—0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction—0
Explicit Bias Discovery in Visual Question Answering Models—0
Explicit Argument Identification for Discourse Parsing In Hindi: A Hybrid Pipeline—0
Explanation vs Attention: A Two-Player Game to Obtain Attention for VQA—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Architecture of an Ontology-Based Domain-Specific Natural Language Question Answering System—0
Explanations for CommonsenseQA: New Dataset and Models—0
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering—0
Explanation Container in Case-Based Biomedical Question-Answering—0
Architecture for a Trustworthy Quantum Chatbot—0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
Explanation as Question Answering based on a Task Model of the Agent's Design—0
Explanation as Question Answering based on Design Knowledge—0
Causal Understanding For Video Question Answering—0
Explaining non-linear Classifier Decisions within Kernel-based Deep Architectures—0
Causal Tree Extraction from Medical Case Reports: A Novel Task for Experts-like Text Comprehension—0
LLM-aided explanations of EDA synthesis errors—0
Causal Reasoning through Two Layers of Cognition for Improving Generalization in Visual Question Answering—0
Causal Reasoning in Large Language Models: A Knowledge Graph Approach—0
ArchBERT: Bi-Modal Understanding of Neural Architectures and Natural Languages—0
A Joint Sequential and Relational Model for Frame-Semantic Parsing—0
Explain by Evidence: An Explainable Memory-based Neural Network for Question Answering—0
Case-Based Abductive Natural Language Inference—0
Explainable Multi-hop Verbal Reasoning Through Internal Monologue—0
Explainable Fact-checking through Question Answering—0
eXplainable Bayesian Multi-Perspective Generative Retrieval—0
Causal Distillation for Language Models—0
A RAG-based Question Answering System Proposal for Understanding Islam: MufassirQAS LLM—0
Explainable Assessment of Healthcare Articles with QA—0
Explainable Assessment of Healthcare Articles with QA—0
Explainable Artificial Intelligence Recommendation System by Leveraging the Semantics of Adverse Childhood Experiences: Proof-of-Concept Prototype Development—0
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey—0
Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models—0
ExpertLongBench: Benchmarking Language Models on Expert-Level Long-Form Generation Tasks with Structured Checklists—0
Expert-level vision-language foundation model for real-world radiology and comprehensive evaluation—0
ArabTAG: from a Handcrafted to a Semi-automatically Generated TAG—0
Arabic WordNet: New Content and New Applications—0
A Joint Model for Question Answering and Question Generation—0
AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction—0
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks—0
PreMind: Multi-Agent Video Understanding for Advanced Indexing of Presentation-style Videos—0
Advancing Chart Question Answering with Robust Chart Component Recognition—0
Expert Finding in Community Question Answering: A Review—0
Experiments with Easy-first nonprojective constituent parsing—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