An advanced version of Gemini with Deep Think has officially achieved gold medal-level performance at the International Mathematical Olympiad. 🥇
It solved 5️⃣ out of 6️⃣ exceptionally difficult problems, involving algebra, combinatorics, geometry and number theory. Here’s how 🧵
Can transformers analyze code efficiently?
✅ Yes.
We prove transformers efficiently handle real compiler tasks (AST construction, symbol resolution, type infer) using only log size—while RNNs require linear size (in input length).
Paper: arxiv.org/abs/2410.14706#COLM2025
📣 Today 4/7 at 4:10 PM PT, join us for the 9th Advanced LLM Agents MOOC lecture on Language Models for Autoformalization and Theorem Proving by @KaiyuYang4@Meta.
🌐 Join the thriving community of the LLM Agents MOOC series, with 23K+ registered learners & ~10K members on…
Our debut episode of UnitedReasoning's paper review series is live! 🧠 Dive into the world of theorem proving as we explore how the Proof Strategy Language (PSL) is making proof automation in Isabelle/HOL more accessible.
buff.ly/41lDuIb
Can transformers be efficiently used as compilers?
1⃣ Systematically investigate the expressive powers of transformers on compilation tasks and confirm their effectiveness.
2⃣Build a tool Cybertron to automatically generate proofs for expressive powers.
arxiv.org/abs/2410.14706
Check our paper which is the first work to learn explainable rules to guide tactic predictions for interactive theorem proving. arxiv.org/abs/2411.01188.
Hurry up!
The submission deadline for AITP2021 is just around the corner.
AITP is the premier conference for Artificial Intelligence and Theorem Proving.
This year AITP will take place as a hybrid conference due to the pandemic.
See you online!
aitp-conference.org/2021/
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