AINewsnow

Do LMs Know What Variables Do? Interpreting Code Representations via Variable Roles

arXiv:2610.24118v1 Announce Type: new Abstract: Variable roles describe recurring behaviors such as accumulation, traversal, and retaining the best candidate encountered. We use Sajaniemi's independently defined taxonomy to study which role distinctions can be recovered from large language models,…

Read the full story at arXiv cs.CL ↗

Timeline · 1 report

  1. 2026-10-20 04:00 · arXiv cs.CL
    Do LMs Know What Variables Do? Interpreting Code Representations via Variable Roles

More stories

  1. Inception launches Mercury 3, a diffusion LLM it claims tops GPT-6 Luna, Claude Haiku 5.5, and GLM-5.3 Flash on agentic benchmarks while being 4x to 8x faster — Techmeme
  2. MiniMax launches M3.1 Flash, confirming Space Bunny was an early build — Vercel Blog
  3. OpenAI Staffer Charged With Bugging Office Stays Jailed for Now — Bloomberg AI
  4. Spain-Based Startups Advance Regional Innovation With Barcelona Supercomputing Center — NVIDIA Blog
  5. Introducing Clairic, a new System One class of extraction models — Cloudflare Blog — AI
  6. Nscale and Anthropic are reportedly in talks for yet another $45B compute deal — TechCrunch AI
  7. US bans DeepSeek AI from government use as tech tension with China continues — BBC Technology
  8. How HP Is Building an AI-Ready CDP with Databricks CustomerLake — Databricks Blog

Get the daily brief of stories like this at 6:30 every morning →