Top Tweets for #ModelEditing
How did #ECCV reviews treat you? 😬 If you're not that happy — and you work on #unlearning, #modelediting, #modelmerging, or #interpretability — consider submitting to the 3rd Workshop and Challenge on Unlearning and Model Editing at @eccvconf
We accept both full papers and extended abstracts, so there's a format for every contribution.
📅 Submission deadline: 9 July 2026 (AoE)
🔗https://t.co/4qcJ9llb8W
📢CPF: U&ME Workshop @ ECCV 2026 @eccvconf
We invite submissions on machine unlearning, model editing, and related topics including efficient adaptation, and responsible AI.
Details at: https://t.co/yZLfbq5IwJ
@_iAc #ECCV #ECCV2026 #Unlearning #AIsafety #ResponsibleAI
002: BI Buddy mirrors MCP model editing. Comprehensive features, full functionality. #BIM #ModelEditing
Model editing without fact drift is still one of AI's hardest unsolved problems. FABLE is interesting because it treats edits as anchoring work, not search-and-replace.
Source: https://t.co/EkBdKdTV4p
#ModelEditing #AIResearch #LLMs
Lifelong model editing sounds niche until you realise enterprises want AI systems that can forget, update, and roll back knowledge cleanly. Reversible editing could become table stakes for governed AI deployment.
Source: https://t.co/LXzdIwxxbq
#LLMs #AIResearch #ModelEditing
🧠 As LLMs become increasingly integrated into real-world applications, mechanistic interventions like TaRot open up new possibilities for safe, targeted, and efficient behavior refinement without the cost and rigidity of fine-tuning. #ModelEditing #AIResearch
Pics Flick is one of the finest photo editing companies that brings a unique charm and professional touch to your products, models, clothing, and more, making them stand out and leave a lasting impression. ✨📸
#PhotoEditing #ModelEditing #FashionEditing #PhotoRetouching
Stop using teacher forcing to evaluate model editing!
Our ACL 2025 poster shows why past evaluations mislead progress & how to test editing in the wild.
📍 July 30, 11:00 AM, Hall 5X, 83 Board – come chat!
#ModelEditing #LLM #ACL2025NLP
📍 Find us at ACL 2025 – Hall 5X, Poster #83
🌐 More details & resources: https://t.co/nqzLMmDxrt
See you there!
#ACL2025 #ModelEditing #KnowledgeEditing
🛑 Stop using teacher forcing to evaluate model editing!
Our ACL 2025 poster shows why past evaluations mislead progress & how to test editing in the wild.
📍 July 30, 11:00 AM – come chat!
#ModelEditing #LLM #ACL2025NLP
🛑 Stop using teacher forcing to evaluate model editing!
Our ACL 2025 poster shows why past evaluations mislead progress & how to test editing in the wild.
📍 July 30, 11:00 AM – come chat!
#ModelEditing #LLM #ACL2025NLP
🎉 Excited to share that our work "The Mirage of Model Editing" has been accepted as a main conference paper at #ACL2025! Many thanks to my supervisor @fei__sun, our collaborators, and special thanks to @HuaWenyue31539 for insightful discussions!
Thrilled to announce our paper has been accepted for an Oral Presentation at ACL 2025 (8% of accepted papers)! 🎉 https://t.co/MhdOtbEfy3
We dive deep into why current #LLM editing methods often fail robustness tests and propose a solution. #ACL2025 #LLMs #ModelEditing
1/X
MEMOIR: Revolutionizing Lifelong Model Editing in Large Language Models for AI Professionals #ArtificialIntelligence #LargeLanguageModels #ModelEditing #MEMOIR #AIInnovation
https://t.co/ngmxInzvHu
Artificial intelligence is transforming industries, and the introduction of lar…
Great post! Thanks for featuring the figure from our #ACL2025 paper “The Mirage of Model Editing.”https://t.co/aur7otRQN7 Glad to see the community's attention to evaluation challenges in knowledge editing. #LLMs #ModelEditing #KnowledgeEditing
🚨 New Blog Drop!
🚀 "Reflection on Knowledge Editing: Charting the Next Steps" is live!
💡 Ever wondered why knowledge editing in LLMs still feels more like a lab experiment than a real-world solution? In this post, we dive deep into where the research is thriving — and where it's falling short. From foundational breakthroughs to the practical roadblocks no one’s talking about, we connect the dots and propose what’s needed to move forward. Join the conversation! #KnowledgeEditing #LLMs #AI #ModelEditing
📌 If you're working on LLMs, model updates, or mechanism interpretability, you don’t want to miss this.
👉 Read the full post: https://t.co/7sp8xYVDyq
Key insights from our analysis:
0⃣ Current evaluation metrics and benchmarks inadequately assess knowledge updates in LRMs, highlighting the need for more comprehensive evaluation frameworks.
1⃣ Scaling challenges persist, with significant memory and computational constraints limiting the practical application of editing methods for larger or quantized local models.
🎁 Resource Release: To support the research community, we release covariance matrices for Qwen2.5-32B & QwQ-32B models for the current locate-and-edit methods.
2⃣ We outline promising research directions for developing language models that can effectively learn, adapt, and evolve their knowledge base.
Huge thanks to the brilliant collaborators who made this deep dive into #ModelEditing possible! @uclanlp @CanyuChen3 @Jiachen_Gu @dsmall2apple1 @ManlingLi_ @VioletNPeng
😯To assess the real-world effectiveness of model editing techniques, we evaluated them on practical QA tasks and found that current editing methods perform substantially worse than previously reported (38.5% vs. 96%).
Your evaluation of model editing might be wrong !! Great work! 🎉 @aclmeeting #ACL2025 (main) #ModelEditing
@fei__sun @HuaWenyue31539 🧐 Through module analysis and controlled experiments, we demonstrate that this performance decline stems from issues in prior editing evaluation, e.g., inappropriate use of teacher forcing in testing.
This is a systematic study on technical AGI safety and security.
Interpretability techniques like steering vectors and circuit analysis can help us understand and improve LLM safety—but they can also be misused. #Safety #ModelEditing #KnowledgeEditing #LLM #NLP
Excited to share @GoogleDeepMind's AGI safety and security strategy to tackle risks like misuse and misalignment. Rather than high-level principles, this 145-page paper outlines a concrete, defense-in-depth technical approach: proactively evaluating & restricting dangerous capabilities, implementing Amplified Oversight & robust training methods, all backed by system-level security.
#NAACL24 Come see the work of @domenic_rosati and David in the second interpretability session (11:00 am).
If you are not around, see the recording here:
#syntacticprobing: https://t.co/BCESyldnzQ
#modelediting: https://t.co/1vQBf1AuWO
We can better control, edit and regulate large language models.#NLP #AI #LLMs #KnowledgeEditing #ModelEditing
New Anthropic research paper: Scaling Monosemanticity.
The first ever detailed look inside a leading large language model.
Read the blog post here: https://t.co/6RYwxt6nWI
#KnowledgeEditing #NLP #LLMs #AI #ModelEditing The slides is available at:
https://t.co/WOHQEQ1sJA
More materials can be found at:
https://t.co/U4MXtTXSOX
https://t.co/6Ji6oR8wLU
The tutorial of Knowledge Editing for Large Language Models at LREC-COLING 2024 @LrecColing is in progress. #NLP #LLMs #KnowledgeEditing
🚀 Exciting update! EasyEdit now supports editing Mistral-7B.
You need manually update transformers==4.34.0🔄.
Plus, we have fixed some bugs in MEND evaluation, further refining performance. Stay ahead with the latest enhancements! #AI #EasyEdit #LLMs #NLP #ModelEditing #KnowledgeEditing
📌ArXiv: https://t.co/y3R9ivKB38
📌KnowEdit Benchmark: https://t.co/t1BJfGwlJS
📌ArXiv: https://t.co/yqAX1kPbOA
📌Paper List: https://t.co/wVD9WiBWIt
Excited to share insights from our latest research! We have investigated the impact of model editing and its consequences on model's generation capabilities considering ethical guardrail. @soujanyaporia
Paper: https://t.co/SgE6uXPGCb
#AIResearch #EthicalAI #LLM #ModelEditing
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