most citedBenchmarks Saturate When The Model Gets Smarter Than The Judge

1 citations · 1 across the 5 of their papers we have counts for

collaborators

7 papers

cs.LG2026

Probing the Trajectories of Reasoning Traces in Large Language Models

Marthe Ballon, Brecht Verbeken, Vincent Ginis +1

Large language models (LLMs) increasingly solve difficult problems by producing "reasoning traces" before emitting a final response. However, it remains unclear how accuracy and de…

cs.AI20261 cited

Benchmarks Saturate When The Model Gets Smarter Than The Judge

Marthe Ballon, Andres Algaba, Brecht Verbeken +1

Benchmarks are important tools to track progress in the development of Large Language Models (LLMs), yet inaccuracies in datasets and evaluation methods consistently undermine thei…

cs.LG2025

Estimating problem difficulty without ground truth using Large Language Model comparisons

Marthe Ballon, Andres Algaba, Brecht Verbeken +1

Recent advances in the finetuning of large language models (LLMs) have significantly improved their performance on established benchmarks, emphasizing the need for increasingly dif…

econ.GN2025

Metro 3 in Brussels under uncertainty: scenario-based public transport accessibility analysis

Brecht Verbeken, Arne Vanhoyweghen, Vincent Ginis

Metro Line 3 in Brussels is one of Europe's most debated infrastructure projects, marked by escalating costs, delays, and uncertainty over completion. Yet no public accessibility a…

cs.CL2025

Lexical Hints of Accuracy in LLM Reasoning Chains

Arne Vanhoyweghen, Brecht Verbeken, Andres Algaba +1

Fine-tuning Large Language Models (LLMs) with reinforcement learning to produce an explicit Chain-of-Thought (CoT) before answering produces models that consistently raise overall…

cs.DL2025

How Deep Do Large Language Models Internalize Scientific Literature and Citation Practices?

Andres Algaba, Vincent Holst, Floriano Tori +4

The spread of scientific knowledge depends on how researchers discover and cite previous work. The adoption of large language models (LLMs) in the scientific research process intro…