Lin Tan
@Lin0Tan
Elmore New Frontiers Professor @PurdueCS, Amazon Scholar @awscloud | Ex @Meta @UWaterloo @IllinoisCS @MSFTResearch @IBMResearch | #SE #LLM4Code #AI #Security
Can #LLMs replace developers? Introducing RepoCod-Lite 🐟 for faster evaluation to answer this: 200 of the toughest #RepoCod #code-generation tasks: - GPT-4o and other LLMs have < 10% accuracy/pass@1 on RepoCod-Lite tasks - Leaderboard lt-asset.github.io/REPOCOD/ - 67…
Can language models replace developers? RepoCod says “Not Yet”, because GPT-4o and other LLMs have <30% accuracy/pass@1 on real-world method-level code generation tasks. Leaderboard lt-asset.github.io/REPOCOD/ #LLM4code #LLM #CodeGeneration #Security @cerias @PurdueScience
After three successful runs of #DL4C at ICLR’22 (remote), ICLR’23 (🇷🇼/remote), and ICLR’25 (🇸🇬), I’m thrilled to announce the 4th #DL4C workshop, 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗳𝗼𝗿 𝗖𝗼𝗱𝗲 𝗶𝗻 𝘁𝗵𝗲 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗘𝗿𝗮, is coming to #NeurIPS2025 in San Diego, marking our first…
📣Excited to announce that the 4th #DL4C workshop “Deep Learning for Code in the Agentic Era" is coming to @NeurIPSConf 2025! AI coding agents are transforming software development at an unprecedented pace. Join us to explore the cutting edge of agent-based programming,…
🚨 Submission site is now open for the 2nd cycle of @icseconf 2026 in #Brazil! The deadline for complete papers is 🗓️ July 18 at 23:59 AoE (no extensions, abstract deadline is no longer mandatory). ✨Looking forward to many great submissions! #icse2026 conf.researchr.org/track/icse-202…
“Purdue named the most recognized public university in U.S., No. 6 overall in Global University Visibility rankings”!
A big rankings week for @LifeAtPurdue! Extremely proud that we have been named the No. 1⃣ most recognized public university in the nation and climbed to No. 6 overall in the world in the latest Global University Visibility rankings. 🚂 purdue.edu/newsroom/2025/…
Founders who were PhD or post-doc in my lab at Berkeley, **largely funded by NSF / DoD grants**, start-up, market cap (collected by OpenAI Deep Research)
Are you interested in serving on the Program Committee for @issta_conf 2026? Please let us know by filling out this form: forms.gle/MaXAKysfMSdqTg…
@TheOfficialACM Council has reaffirmed yesterday that all ACM publications and related research artifacts in the ACM Digital Library (@ACMDL) will be fully openly available after 1-1-2026. Computing science material of the highest quality freely available to all! #OpenAccess
Excited to share our latest work on self-correcting reasoning in Vision-Language Models! - Improve reasoning with minimal annotated data - Lots of insights + strong results Kudos to @YiDingywhy for leading this amazing work!
🕵️Introducing Sherlock, a self-correction and self-improvement training framework: - Analyze self-correction behavior of rasoning VLMs - Integrate self-correction and reasoning ability to VLM using < 20% annotated data compared to reasoning baselines 👇 huggingface.co/papers/2505.22…
New Lens on RAG Systems RAG systems are more brittle than you think, even when provided sufficient context. Great work from Google and collaborators. Good tips for devs included. Here are my notes:
The SWE-agent preprint has finally landed! Check it out at swe-agent.com/paper.pdf
We released Devstral. It is a 24B model released under the Apache 2.0 license. It the best open model on SWE-Bench verified today. You can check our blog post or test it with OpenHands (from @allhands_ai ) following the instructions here: huggingface.co/mistralai/Devs…
Meet Devstral, our SOTA open model designed specifically for coding agents and developed with @allhands_ai mistral.ai/news/devstral
It has been a privilege to be your PhD advisor, Nan! I am so proud of you! Congratulations, Dr. Nan Jiang! 😀
YC wouldn't exist without UIUC. My father went there on a Fullbright in the 1950s and liked America so much that he was determined to return.