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 3351–3400 of 10817 papers

TitleStatusHype
Dual Capsule Attention Mask Network with Mutual Learning for Visual Question Answering—0
Enhancing Temporal Sensitivity and Reasoning for Time-Sensitive Question Answering—0
Big Help or Big Brother? Auditing Tracking, Profiling, and Personalization in Generative AI Assistants—0
Enhancing Temporal Understanding in LLMs for Semi-structured Tables—0
CAFE: Retrieval Head-based Coarse-to-Fine Information Seeking to Enhance Multi-Document QA Capability—0
Any-language frame-semantic parsing—0
FASIONAD++ : Integrating High-Level Instruction and Information Bottleneck in FAt-Slow fusION Systems for Enhanced Safety in Autonomous Driving with Adaptive Feedback—0
A Novel Approach Towards Incorporating Context Processing Capabilities in NLIDB System—0
FashionVQA: A Domain-Specific Visual Question Answering System—0
Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation—0
CALF: Benchmarking Evaluation of LFQA Using Chinese Examinations—0
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis—0
Bidirectional Long Short-Term Memory Networks for Relation Classification—0
AfriMed-QA: A Pan-African, Multi-Specialty, Medical Question-Answering Benchmark Dataset—0
DSPy Assertions: Computational Constraints for Self-Refining Language Model Pipelines—0
ENIAM: Categorial Syntactic-Semantic Parser for Polish—0
Bidirectional Language Models Are Also Few-shot Learners—0
A Constituent-Centric Neural Architecture for Reading Comprehension—0
Fast and Large-scale Unsupervised Relation Extraction—0
Ensemble ALBERT and RoBERTa for Span Prediction in Question Answering—0
Calibrating Sequence likelihood Improves Conditional Language Generation—0
Ensemble approach for natural language question answering problem—0
Ensemble Transfer Learning for Multilingual Coreference Resolution—0
Calibrating Structured Output Predictors for Natural Language Processing—0
Ensembling Strategies for Answering Natural Questions—0
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning—0
Fast Clustering of Short Text Streams Using Efficient Cluster Indexing and Dynamic Similarity Thresholds—0
DSNDM: Deep Siamese Neural Discourse Model with Attention for Text Pairs Categorization and Ranking—0
ENTER: Event Based Interpretable Reasoning for VideoQA—0
Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering—0
Calibration of Machine Reading Systems at Scale—0
Dynamic Retrieval-Augmented Generation—0
DSC-IITISM at FinCausal 2021: Combining POS tagging with Attention-based Contextual Representations for Identifying Causal Relationships in Financial Documents—0
FAQ-based Question Answering via Word Alignment—0
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related Queries—0
Dr. Tux: A Question Answering System for Ubuntu users—0
Entity-Focused Dense Passage Retrieval for Outside-Knowledge Visual Question Answering—0
Entity Linking Meets Deep Learning: Techniques and Solutions—0
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering—0
Entity Resolution and Federated Learning get a Federated Resolution—0
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence—0
An Open-Source Software Toolkit & Benchmark Suite for the Evaluation and Adaptation of Multimodal Action Models—0
CALOR-QUEST : un corpus d'entra\^ et d'\'evaluation pour la compr\'ehension automatique de textes (Machine reading comprehension is a task related to Question-Answering where questions are not generic in scope but are related to a particular document)—0
Env-QA: A Video Question Answering Benchmark for Comprehensive Understanding of Dynamic Environments—0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks—0
EPERM: An Evidence Path Enhanced Reasoning Model for Knowledge Graph Question and Answering—0
Can a Frozen Pretrained Language Model be used for Zero-shot Neural Retrieval on Entity-centric Questions?—0
A picture is worth a thousand words: Using OpenClipArt library for enriching IndoWordNet—0
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering—0
A French Corpus for Semantic Similarity—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