I’ve seen many questions about how to choose ARR tracks for submissions aim at the new tracks at #emnlp2025. We actually wrote a blogpost along with the 2nd CFP exactly to address this: 2025.emnlp.org/track-changes/ Please help us share it widely! Good luck with your emnlp submissions!

✨ Excited to share that our paper "#DeFine: Decision-Making with Analogical Reasoning" has been accepted to #ACL2025 Findings! 🙌 We study how LLMs can better handle uncertainty in complex scenarios using analogical reasoning. Congrats to my amazing students and collaborators!

✨ Our paper #PlanGenLLMs: A Modern Survey of LLM Planning Capabilities (arxiv.org/pdf/2502.11221) is accepted to the #ACL2025 main conference! Huge thanks to the reviewers for the unanimous 4-4-4 reviews and meta score ❤️ Grateful for your thoughtful feedback! #ACL2025 #NLProc

Revisited andy jones's RL debugging post from a few years back. Still one of the most insightful guides out there. If your agent's acting weird, here's a great checklist: andyljones.com/posts/rl-debug…

My high-level take on why multimodal reasoning is fundamentally harder than text-only reasoning: Language is structured and directional, while images are inherently unstructured—you can start reasoning from anywhere. This visual freedom makes step-by-step logical inference much

Q-learning is not yet scalable seohong.me/blog/q-learnin… I wrote a blog post about my thoughts on scalable RL algorithms. To be clear, I'm still highly optimistic about off-policy RL and Q-learning! I just think we haven't found the right solution yet (the post discusses why).

Just watched Nathan's recent talk and really enjoyed it. Around 19:30 is where it gets really interesting. Totally agree that planning is the exciting frontier. If you're curious, our recent survey #PlanGenLLMs is a great place to start: arxiv.org/pdf/2502.11221…

Autonomous agents are powerful, but without guardrails, they drift into inefficiency. We view 'cost' as a form of guardrail and use Monte Carlo Tree Search with explicit cost-awareness to guide LLM-based planning. Tight cost constraints push the planner to quickly identify

Pokémon Red has recently emerged as an evaluation benchmark, adopted by several top AI labs. But is it really a good benchmark for evaluating LLM capabilities or guiding LLM research? We wrote this blog to dive into the challenges, surface the opportunities, and introduce

I’m looking for a new postdoc to start this fall working on AI for Science/Science-Inspired AI (focusing on chemistry and bioengineering domains for now). Please drop me a CV if interested.

Happy to share our paper got selected as an Oral Presentation at #ACL2025! Out of 8,000+ submissions and 3,000+ accepted papers, only 245 were chosen for oral (<3%)! Our amazing first author Hui Wei can't travel, so I'll be presenting in Vienna. Hope to see you there! 🇦🇹 📄

try creating reels from longer videos with reka vision: app.reka.ai/vision/reels watch the video below or check out this user guide for more details reka.ai/reel-generatio… we are adding more prompt-based editing capabilities very soon!

❄️We're looking for a MLE/Applied Scientist to join our Snowflake AI team to work on AI+Software Engineering. If you have sharp eyes to find potential pain points for developers and can solve with AI, this job is just for you! 👉Apply here: careers.snowflake.com/us/en/job/SNCO…

Just watched John Oliver's episode on AI Slop and loved it. He describes AI slop as the flood of low-quality, AI-generated content: music, images, short videos, maybe even news articles, books, research papers, code... you name it. Feels like we're (almost) drowning in it. Real

Day 1 at #ACL2025 in Vienna done! Presented both an oral (Session 3, 2-3:30pm) and a poster (Session 5, 6-7:30pm). So nice catching up with old friends and meeting new ones. Grateful for all the conversations. Excited for the rest of the conference! #ACL2025NLP

Loving the thoughtful scheduling at #ACL2025! The 14:00–15:30 CEST afternoon slot for in-person oral presentations is perfect for attendees from around the world. Kudos to the organizers! ❤️ ACL 2025 #NLProc #ACL2025NLP

📢 Call for Papers: NewSumm 2025 - The 5th New Frontiers in Summarization Workshop at EMNLP 2025 The summarization research community is invited to submit to NewSumm 2025, co-located with EMNLP 2025! As LLMs continue to transform our field, we're expanding beyond traditional

Missed the Berkeley #AgenticAI Summit in person last week, and grateful to the organizers for making it available online (rdi.berkeley.edu/events/agentic…)! I found these talks especially fascinating: - Chi Wang (Chi Wang) on multi-agent orchestration and key insights - Sergey Levine