Linyang He
linyanghe.bsky.social
Linyang He
@linyanghe.bsky.social
PhD Student @ Mesgarani Lab, Columbia University
Neuroscience+ML+Language
https://linyanghe.github.io/
4️⃣Spatial pattern: reasoning even recruits visual cortex beyond classical language areas.
October 30, 2025 at 10:25 PM
3️⃣ Temporal dynamics: reasoning peaks later (~350–400 ms) than shallow features.
October 30, 2025 at 10:25 PM
2️⃣ We introduce the first "reasoning embedding", a disentangled representation that isolates reasoning from lexicon, syntax, and meaning.
- The disentangled representations are orthogonal to each other.
October 30, 2025 at 10:25 PM
🧠 New at #NeurIPS2025!
🎵 We're far from the shallow now🎵
TL;DR: We introduce the first "reasoning embedding" and uncover its unique spatio-temporal pattern in the brain.

🔗 arxiv.org/abs/2510.228...
October 30, 2025 at 10:25 PM