4 papers · 1 filter
Towards Spec Learning: Inference-Time Alignment from Preference Pairs
Dhriti Krishnan, Tejas Goyal, Jaromir Savelka
Steering a large language model (LLM) toward a desired behavior typically relies on an iterative process of hand-crafting a prompt based on a careful inspection of the model's resp…
mmPISA-bench: Do LLMs Reason Equally Well Across 43 Languages?
Yerzhan Sapenov, Jaromir Savelka
We introduce mmPISA-bench, a compact high-quality multilingual reasoning benchmark derived from the OECD Programme for International Student Assessment (PISA). The benchmark consis…
Retrieval-Based Multi-Label Legal Annotation: Extensible, Data-Efficient and Hallucination-Free
Li Zhang, Jaromir Savelka, Kevin Ashley
Multi-label legal annotation requires assigning multiple labels from large, evolving taxonomies to long, fact-intensive documents, often under limited supervision. Parametric encod…
What Are the Facts? Automated Extraction of Court-Established Facts from Criminal-Court Opinions
Klára Bendová, Tomáš Knap, Jan Černý +4
Criminal justice administrative data contain only a limited amount of information about the committed offense. However, there is an unused source of extensive information in contin…