RusFinChain: A Russian Benchmark for Verifiable Chain-of-Thought Reasoning in Finance with Fuzzy-Aligned Evaluation

Summary

arXiv:2607.01388v1 Announce Type: new Abstract: Multi-step symbolic reasoning is essential for robust financial analysis, yet most benchmarks neglect intermediate reasoning steps. FINCHAIN introduced verifiable Chain-of-Thought (CoT) evaluation but is limited to English. FINESSE-Bench includes a Russian block but relies on multiple-choice questions without step-level supervision. We present RusFinChain, the first Russian-language symbolic benchmark for verifiable CoT reasoning in finance. It spa

SpinGraph analysis pending — check back after processing.

• Can Language Models Actually Retrieve In-Context? Drowning in Documents at Million Token Scale
• Parameter Golf: What Really Works?
• From Monolingual to Multilingual: Evaluating Mamba for ASR in South African Languages
• Comparing Architectures for Supervised Political Scaling
• Grounded Optimization: A Layered Engineering Framework for Reducing LLM Hallucination in Automated Personal Document Rewriting
• FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning