Look-Ahead-Bench: a Standardized Benchmark of Look-ahead Bias in Point-in-Time LLMs for Finance

By Mostapha Benhenda

Published 2026-01-20

Everscope rating

1796.7

Relevance to quantitative trading

9 / 10

Implementation complexity

5 / 10

Reproducibility

3 / 5

About this paper

Methodology: Look-Ahead-Bench. Problem types: Portfolio Optimization, Algorithmic Execution, Risk Management, Natural Language Processing, Benchmarking and Evaluation.

arXiv:2601.13770 · Code · Paper rankings

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