1 citations · 1 across the 3 of their papers we have counts for
4 papers
Sparse RL Relaxation for LLM Reasoning
Jiabin Fan, Matthias Lindemann, Zita Marinho +2
Recent work has explored continuous representations in place of discrete tokens during Chain-of-Thought (CoT) reasoning, often referred to as soft CoT. This is motivated by the ide…
What's Holding Back Latent Visual Reasoning?
André G. Viveiros, Nuno Gonçalves, André F. T. Martins +1
Humans can approach complex visual problems by mentally simulating intermediate visual steps, rather than reasoning through language alone. Inspired by this, several works on Visio…
LanteRn: Latent Visual Structured Reasoning
André G. Viveiros, Nuno Gonçalves, Matthias Lindemann +1
While language reasoning models excel in many tasks, visual reasoning remains challenging for current large multimodal models (LMMs). As a result, most LMMs default to verbalizing…
Language Agents Meet Causality -- Bridging LLMs and Causal World Models
John Gkountouras, Matthias Lindemann, Phillip Lippe +2
Large Language Models (LLMs) have recently shown great promise in planning and reasoning applications. These tasks demand robust systems, which arguably require a causal understand…