Vasily Konovalov
21 papers · 2024–2026 · 7 venues · across top CS/AI venues
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large language model
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hallucination detection
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question answering
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retrieval-augmented generation
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uncertainty estimation
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transfer learning
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adaptive retrieval
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named entity recognition
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multimodal learning
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hybrid retrieval
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text classification
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transformer model
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entity linking
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multilingual retrieval
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natural language processing
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multilingual nlp
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feature extraction
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Papers
DeepPavlov Strikes Back: A Toolkit for Improving LLM Reliability and Trustworthiness
EACL 2026
Fine-Grained Semantic Comparison of Legal Documents using LLMs
ACL 2026
Multimodal Evaluation of Russian-language Architectures
EACL 2026
Using BERT to Explore Lexical Semantic Change of Prepositions
EACL 2026
Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home
ACL 2025
FactDebug at SemEval-2025 Task 7: Hybrid Retrieval Pipeline for Identifying Previously Fact-Checked Claims Across Multiple Languages
SemEval 2025
How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM?
NAACL 2025
LLM-Independent Adaptive RAG: Let the Question Speak for Itself
EMNLP 2025
RAGulator: Effective RAG for Regulatory Question Answering
COLING 2025
SmurfCat at SemEval-2025 Task 3: Bridging External Knowledge and Model Uncertainty for Enhanced Hallucination Detection
SemEval 2025
SmurfCat at SHROOM-CAP: Factual but Awkward? Fluent but Wrong? Tackling Both in LLM Scientific QA
AACL 2025
SPY: Enhancing Privacy with Synthetic PII Detection Dataset
NAACL 2025
TabaQA at SemEval-2025 Task 8: Column Augmented Generation for Question Answering over Tabular Data
SemEval 2025
Through the Looking Glass: Common Sense Consistency Evaluation of Weird Images
NAACL 2025
When Models Lie, We Learn: Multilingual Span-Level Hallucination Detection with PsiloQA
EMNLP 2025
Will It Still Be True Tomorrow? Multilingual Evergreen Question Classification to Improve Trustworthy QA
EMNLP 2025
DeepPavlov 1.0: Your Gateway to Advanced NLP Models Backed by Transformers and Transfer Learning
EMNLP 2024
DeepPavlov at SemEval-2024 Task 6: Detection of Hallucinations and Overgeneration Mistakes with an Ensemble of Transformer-based Models
SemEval 2024
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated Texts
SemEval 2024
Efficient Answer Retrieval System (EARS): Combining Local DB Search and Web Search for Generative QA
EMNLP 2024
JellyBell at TextGraphs-17 Shared Task: Fusing Large Language Models with External Knowledge for Enhanced Question Answering
ACL 2024