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Author

Julien Romero

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Book Open access Sep 2026

JTH: A Dataset for Evaluating Cold-Start and Temporal Dynamics in Job Recommendation

Job-matching platforms operate under brief and asymmetric lifetimes: vacancies close in weeks, while candidates are active for only a few days. Consequently, real-world recommenders must cope with pervasive cold start, extreme sparsity, and shifting temporal overlap. Existing public benchmarks lack the rich two-sided s...

Julien Romero, Yann Millet, Eric Behar · 0 citations
#artificial intelligence Preprint Sep 2026

TEMPS: Temporal Sentence Embeddings for Temporal Information Retrieval

This work presents TEMPS (Temporal Embedding Model for Precise Search), a modular temporal branch that attaches to a frozen semantic retriever and trains on that signal, and introduces Temporal Textual Similarity (TTS), a task that measures how well two anchored texts align in time, independent of their topical similar...

Mourad Hassani, Julien Romero, Amel Bouzeghoub et al. · 0 citations

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