Yonatan Belinkov ✈️ COLM2025
@boknilev.bsky.social
Assistant professor of computer science at Technion; visiting scholar at @KempnerInst 2025-2026
https://belinkov.com/
https://belinkov.com/
Reposted by Yonatan Belinkov ✈️ COLM2025
🤔What happens when LLM agents choose between achieving their goals and avoiding harm to humans in realistic management scenarios? Are LLMs pragmatic or prefer to avoid human harm?
🚀 New paper out: ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs🚀🧵
🚀 New paper out: ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs🚀🧵
October 8, 2025 at 3:14 PM
🤔What happens when LLM agents choose between achieving their goals and avoiding harm to humans in realistic management scenarios? Are LLMs pragmatic or prefer to avoid human harm?
🚀 New paper out: ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs🚀🧵
🚀 New paper out: ManagerBench: Evaluating the Safety-Pragmatism Trade-off in Autonomous LLMs🚀🧵
Reach out if you'd like to discuss anything related to model interpretability and controllability, robustness, multi-agent communication, biological LMs, etc.
Also happy to talk about PhD and Post-doc opportunities!
Also happy to talk about PhD and Post-doc opportunities!
October 7, 2025 at 1:41 PM
Reach out if you'd like to discuss anything related to model interpretability and controllability, robustness, multi-agent communication, biological LMs, etc.
Also happy to talk about PhD and Post-doc opportunities!
Also happy to talk about PhD and Post-doc opportunities!
In the #LM4Science workshop, Friday 111:30am-1pm, we have a poster on generating rich text descriptions from protein sequences, work by Edo Dotan, who couldn't travel.
Preprint: www.biorxiv.org/content/10.1...
Preprint: www.biorxiv.org/content/10.1...
Protein2Text: Providing Rich Descriptions for Protein Sequences
Understanding the functionality of proteins has been a focal point of biological research due to their critical roles in various biological processes. Unraveling protein functions is essential for adv...
www.biorxiv.org
October 7, 2025 at 1:41 PM
In the #LM4Science workshop, Friday 111:30am-1pm, we have a poster on generating rich text descriptions from protein sequences, work by Edo Dotan, who couldn't travel.
Preprint: www.biorxiv.org/content/10.1...
Preprint: www.biorxiv.org/content/10.1...
In #Interplay25 workshop, Friday ~11:30, I'll present on measuring *parametric* CoT faithfulness on behalf of
@mtutek.bsky.social , who couldn't travel:
bsky.app/profile/mtut...
Later that day we'll have a poster on predicting success of model editing by Yanay Soker, who also couldn't travel
@mtutek.bsky.social , who couldn't travel:
bsky.app/profile/mtut...
Later that day we'll have a poster on predicting success of model editing by Yanay Soker, who also couldn't travel
October 7, 2025 at 1:41 PM
In #Interplay25 workshop, Friday ~11:30, I'll present on measuring *parametric* CoT faithfulness on behalf of
@mtutek.bsky.social , who couldn't travel:
bsky.app/profile/mtut...
Later that day we'll have a poster on predicting success of model editing by Yanay Soker, who also couldn't travel
@mtutek.bsky.social , who couldn't travel:
bsky.app/profile/mtut...
Later that day we'll have a poster on predicting success of model editing by Yanay Soker, who also couldn't travel
In the LLM explainability in reasoning and planning workshop, Friday 9am, I'll talk about scaling up model interpretability (xllm-reasoning-planning-workshop.github.io)
XLLM-Reason-Plan
Website for the Workshop on the Application of LLM Explainability to Reasoning and Planning at COLM 2025
xllm-reasoning-planning-workshop.github.io
October 7, 2025 at 1:41 PM
In the LLM explainability in reasoning and planning workshop, Friday 9am, I'll talk about scaling up model interpretability (xllm-reasoning-planning-workshop.github.io)
@zorikgekhman.bsky.social
will present on Wednesday a poster on hidden factual knowledge in LMs
bsky.app/profile/zori...
will present on Wednesday a poster on hidden factual knowledge in LMs
bsky.app/profile/zori...
🚨 It's often claimed that LLMs know more facts than they show in their outputs, but what does this actually mean, and how can we measure this “hidden knowledge”?
In our new paper, we clearly define this concept and design controlled experiments to test it.
1/🧵
In our new paper, we clearly define this concept and design controlled experiments to test it.
1/🧵
October 7, 2025 at 1:41 PM
@zorikgekhman.bsky.social
will present on Wednesday a poster on hidden factual knowledge in LMs
bsky.app/profile/zori...
will present on Wednesday a poster on hidden factual knowledge in LMs
bsky.app/profile/zori...
@itay-itzhak.bsky.social
presenting today, morning, a spotlight talk and poster on the origin of cognitive biases in LLMs
bsky.app/profile/itay...
presenting today, morning, a spotlight talk and poster on the origin of cognitive biases in LLMs
bsky.app/profile/itay...
🚨New paper alert🚨
🧠
Instruction-tuned LLMs show amplified cognitive biases — but are these new behaviors, or pretraining ghosts resurfacing?
Excited to share our new paper, accepted to CoLM 2025🎉!
See thread below 👇
#BiasInAI #LLMs #MachineLearning #NLProc
🧠
Instruction-tuned LLMs show amplified cognitive biases — but are these new behaviors, or pretraining ghosts resurfacing?
Excited to share our new paper, accepted to CoLM 2025🎉!
See thread below 👇
#BiasInAI #LLMs #MachineLearning #NLProc
October 7, 2025 at 1:41 PM
@itay-itzhak.bsky.social
presenting today, morning, a spotlight talk and poster on the origin of cognitive biases in LLMs
bsky.app/profile/itay...
presenting today, morning, a spotlight talk and poster on the origin of cognitive biases in LLMs
bsky.app/profile/itay...
Traveling to #COLM2025 this week, and here's some work from our group and collaborators:
Cognitive biases, hidden knowledge, CoT faithfulness, model editing, and LM4Science
See the thread for details and reach out if you'd like to discuss more!
Cognitive biases, hidden knowledge, CoT faithfulness, model editing, and LM4Science
See the thread for details and reach out if you'd like to discuss more!
October 7, 2025 at 1:41 PM
Traveling to #COLM2025 this week, and here's some work from our group and collaborators:
Cognitive biases, hidden knowledge, CoT faithfulness, model editing, and LM4Science
See the thread for details and reach out if you'd like to discuss more!
Cognitive biases, hidden knowledge, CoT faithfulness, model editing, and LM4Science
See the thread for details and reach out if you'd like to discuss more!
Reposted by Yonatan Belinkov ✈️ COLM2025
What's the right unit of analysis for understanding LLM internals? We explore in our mech interp survey (a major update from our 2024 ms).
We’ve added more recent work and more immediately actionable directions for future work. Now published in Computational Linguistics!
We’ve added more recent work and more immediately actionable directions for future work. Now published in Computational Linguistics!
October 1, 2025 at 2:03 PM
What's the right unit of analysis for understanding LLM internals? We explore in our mech interp survey (a major update from our 2024 ms).
We’ve added more recent work and more immediately actionable directions for future work. Now published in Computational Linguistics!
We’ve added more recent work and more immediately actionable directions for future work. Now published in Computational Linguistics!
Opportunities to join my group in fall 2026:
* PhD applications direct or via ELLIS @ellis.eu (ellis.eu/news/ellis-p...)
* Post-doc applications direct or via Azrieli (azrielifoundation.org/fellows/inte...) or Zuckerman (zuckermanstem.org/ourprograms/...)
* PhD applications direct or via ELLIS @ellis.eu (ellis.eu/news/ellis-p...)
* Post-doc applications direct or via Azrieli (azrielifoundation.org/fellows/inte...) or Zuckerman (zuckermanstem.org/ourprograms/...)
October 1, 2025 at 1:44 PM
Opportunities to join my group in fall 2026:
* PhD applications direct or via ELLIS @ellis.eu (ellis.eu/news/ellis-p...)
* Post-doc applications direct or via Azrieli (azrielifoundation.org/fellows/inte...) or Zuckerman (zuckermanstem.org/ourprograms/...)
* PhD applications direct or via ELLIS @ellis.eu (ellis.eu/news/ellis-p...)
* Post-doc applications direct or via Azrieli (azrielifoundation.org/fellows/inte...) or Zuckerman (zuckermanstem.org/ourprograms/...)
Excited to join @KempnerInst this year!
Get in touch if you're in the Boston area and want to chat about anything related to AI interpretability, robustness, interventions, safety, multi-modality, protein/DNA LMs, new architectures, multi-agent communication, or anything else you're excited about!
Get in touch if you're in the Boston area and want to chat about anything related to AI interpretability, robustness, interventions, safety, multi-modality, protein/DNA LMs, new architectures, multi-agent communication, or anything else you're excited about!
News from the #KempnerInstitute!
We’re thrilled to welcome Yonatan Belinkov (expert in #NLP) and Daphna Weinshall (expert in human & machine vision) as visiting scholars for the 2025–26 academic year.
📖 Read more: bit.ly/47QkDID
#AI #MachineVision @boknilev.bsky.social
We’re thrilled to welcome Yonatan Belinkov (expert in #NLP) and Daphna Weinshall (expert in human & machine vision) as visiting scholars for the 2025–26 academic year.
📖 Read more: bit.ly/47QkDID
#AI #MachineVision @boknilev.bsky.social
Kempner Institute Welcomes Yonatan Belinkov and Daphna Weinshall as Visiting Scholars for the 2025-2026 Academic Year - Kempner Institute
The Kempner Institute is pleased to welcome Yonatan Belinkov and Daphna Weinshall as visiting scholars for the 2025-26 academic year. Both are preeminent researchers in the field of intelligence, help...
bit.ly
September 22, 2025 at 6:41 PM
Excited to join @KempnerInst this year!
Get in touch if you're in the Boston area and want to chat about anything related to AI interpretability, robustness, interventions, safety, multi-modality, protein/DNA LMs, new architectures, multi-agent communication, or anything else you're excited about!
Get in touch if you're in the Boston area and want to chat about anything related to AI interpretability, robustness, interventions, safety, multi-modality, protein/DNA LMs, new architectures, multi-agent communication, or anything else you're excited about!
@robinjia.bsky.social
speaking at
@kempnerinstitute.bsky.social
on Auditing, Dissecting, and Evaluating LLMs
speaking at
@kempnerinstitute.bsky.social
on Auditing, Dissecting, and Evaluating LLMs
September 18, 2025 at 5:22 PM
@robinjia.bsky.social
speaking at
@kempnerinstitute.bsky.social
on Auditing, Dissecting, and Evaluating LLMs
speaking at
@kempnerinstitute.bsky.social
on Auditing, Dissecting, and Evaluating LLMs
Reposted by Yonatan Belinkov ✈️ COLM2025
Thrilled that FUR was accepted to @emnlpmeeting.bsky.social Main🎉
In case you can’t wait so long to hear about it in person, it will also be presented as an oral at @interplay-workshop.bsky.social @colmweb.org 🥳
FUR is a parametric test assessing whether CoTs faithfully verbalize latent reasoning.
In case you can’t wait so long to hear about it in person, it will also be presented as an oral at @interplay-workshop.bsky.social @colmweb.org 🥳
FUR is a parametric test assessing whether CoTs faithfully verbalize latent reasoning.
August 21, 2025 at 3:21 PM
Thrilled that FUR was accepted to @emnlpmeeting.bsky.social Main🎉
In case you can’t wait so long to hear about it in person, it will also be presented as an oral at @interplay-workshop.bsky.social @colmweb.org 🥳
FUR is a parametric test assessing whether CoTs faithfully verbalize latent reasoning.
In case you can’t wait so long to hear about it in person, it will also be presented as an oral at @interplay-workshop.bsky.social @colmweb.org 🥳
FUR is a parametric test assessing whether CoTs faithfully verbalize latent reasoning.
BlackboxNLP is the workshop on interpreting and analyzing NLP models (including LLMs, VLMs, etc). We accept full (archival) papers and extended abstracts.
The workshop is highly attended and is a great exposure for your finished work or feedback on work in progress.
#emnlp2025 at Sujhou, China!
The workshop is highly attended and is a great exposure for your finished work or feedback on work in progress.
#emnlp2025 at Sujhou, China!
📢 Call for Papers! 📢
#BlackboxNLP 2025 invites the submission of archival and non-archival papers on interpreting and explaining NLP models.
📅 Deadlines: Aug 15 (direct submissions), Sept 5 (ARR commitment)
🔗 More details: blackboxnlp.github.io/2025/call/
#BlackboxNLP 2025 invites the submission of archival and non-archival papers on interpreting and explaining NLP models.
📅 Deadlines: Aug 15 (direct submissions), Sept 5 (ARR commitment)
🔗 More details: blackboxnlp.github.io/2025/call/
August 12, 2025 at 7:16 PM
BlackboxNLP is the workshop on interpreting and analyzing NLP models (including LLMs, VLMs, etc). We accept full (archival) papers and extended abstracts.
The workshop is highly attended and is a great exposure for your finished work or feedback on work in progress.
#emnlp2025 at Sujhou, China!
The workshop is highly attended and is a great exposure for your finished work or feedback on work in progress.
#emnlp2025 at Sujhou, China!
Join our Discord for discussions and a bunch of simple submission ideas you can try!
discord.gg/n5uwjQcxPR
Participants will have the option to write a system description paper that gets published.
discord.gg/n5uwjQcxPR
Participants will have the option to write a system description paper that gets published.
July 13, 2025 at 5:44 PM
Join our Discord for discussions and a bunch of simple submission ideas you can try!
discord.gg/n5uwjQcxPR
Participants will have the option to write a system description paper that gets published.
discord.gg/n5uwjQcxPR
Participants will have the option to write a system description paper that gets published.
Reposted by Yonatan Belinkov ✈️ COLM2025
Have you started working on your submission for the MIB shared task yet? Tell us what you’re exploring!
New featurization methods?
Circuit pruning?
Better feature attribution?
We'd love to hear about it 👇
New featurization methods?
Circuit pruning?
Better feature attribution?
We'd love to hear about it 👇
July 9, 2025 at 7:15 AM
Have you started working on your submission for the MIB shared task yet? Tell us what you’re exploring!
New featurization methods?
Circuit pruning?
Better feature attribution?
We'd love to hear about it 👇
New featurization methods?
Circuit pruning?
Better feature attribution?
We'd love to hear about it 👇
Reposted by Yonatan Belinkov ✈️ COLM2025
Working on feature attribution, circuit discovery, feature alignment, or sparse coding?
Consider submitting your work to the MIB Shared Task, part of this year’s #BlackboxNLP
We welcome submissions of both existing methods and new or experimental POCs!
Consider submitting your work to the MIB Shared Task, part of this year’s #BlackboxNLP
We welcome submissions of both existing methods and new or experimental POCs!
July 8, 2025 at 9:35 AM
Working on feature attribution, circuit discovery, feature alignment, or sparse coding?
Consider submitting your work to the MIB Shared Task, part of this year’s #BlackboxNLP
We welcome submissions of both existing methods and new or experimental POCs!
Consider submitting your work to the MIB Shared Task, part of this year’s #BlackboxNLP
We welcome submissions of both existing methods and new or experimental POCs!
Reposted by Yonatan Belinkov ✈️ COLM2025
VLMs perform better on questions about text than when answering the same questions about images - but why? and how can we fix it?
In a new project led by Yaniv (@YNikankin on the other app), we investigate this gap from an mechanistic perspective, and use our findings to close a third of it! 🧵
In a new project led by Yaniv (@YNikankin on the other app), we investigate this gap from an mechanistic perspective, and use our findings to close a third of it! 🧵
June 26, 2025 at 10:41 AM
VLMs perform better on questions about text than when answering the same questions about images - but why? and how can we fix it?
In a new project led by Yaniv (@YNikankin on the other app), we investigate this gap from an mechanistic perspective, and use our findings to close a third of it! 🧵
In a new project led by Yaniv (@YNikankin on the other app), we investigate this gap from an mechanistic perspective, and use our findings to close a third of it! 🧵
Reposted by Yonatan Belinkov ✈️ COLM2025
Tried steering with SAEs and found that not all features behave as expected?
Check out our new preprint - "SAEs Are Good for Steering - If You Select the Right Features" 🧵
Check out our new preprint - "SAEs Are Good for Steering - If You Select the Right Features" 🧵
May 27, 2025 at 4:06 PM
Tried steering with SAEs and found that not all features behave as expected?
Check out our new preprint - "SAEs Are Good for Steering - If You Select the Right Features" 🧵
Check out our new preprint - "SAEs Are Good for Steering - If You Select the Right Features" 🧵
Reposted by Yonatan Belinkov ✈️ COLM2025
🚨New paper at #ACL2025 Findings!
REVS: Unlearning Sensitive Information in LMs via Rank Editing in the Vocabulary Space.
LMs memorize and leak sensitive data—emails, SSNs, URLs from their training.
We propose a surgical method to unlearn it.
🧵👇w/ @boknilev.bsky.social @mtutek.bsky.social
1/8
REVS: Unlearning Sensitive Information in LMs via Rank Editing in the Vocabulary Space.
LMs memorize and leak sensitive data—emails, SSNs, URLs from their training.
We propose a surgical method to unlearn it.
🧵👇w/ @boknilev.bsky.social @mtutek.bsky.social
1/8
May 27, 2025 at 8:19 AM
🚨New paper at #ACL2025 Findings!
REVS: Unlearning Sensitive Information in LMs via Rank Editing in the Vocabulary Space.
LMs memorize and leak sensitive data—emails, SSNs, URLs from their training.
We propose a surgical method to unlearn it.
🧵👇w/ @boknilev.bsky.social @mtutek.bsky.social
1/8
REVS: Unlearning Sensitive Information in LMs via Rank Editing in the Vocabulary Space.
LMs memorize and leak sensitive data—emails, SSNs, URLs from their training.
We propose a surgical method to unlearn it.
🧵👇w/ @boknilev.bsky.social @mtutek.bsky.social
1/8
Interested in mechanistic interpretability and care about evaluation? Please consider submitting to our shared task at #blackboxNLP this year!
BlackboxNLP, the leading workshop on interpretability and analysis of language models, will be co-located with EMNLP 2025 in Suzhou this November! 📆
This edition will feature a new shared task on circuits/causal variable localization in LMs, details here: blackboxnlp.github.io/2025/task
This edition will feature a new shared task on circuits/causal variable localization in LMs, details here: blackboxnlp.github.io/2025/task
May 15, 2025 at 9:57 AM
Interested in mechanistic interpretability and care about evaluation? Please consider submitting to our shared task at #blackboxNLP this year!
Reposted by Yonatan Belinkov ✈️ COLM2025
Slides available here: docs.google.com/presentation...
May 4, 2025 at 6:02 PM
Slides available here: docs.google.com/presentation...
I think a scalable open source implementation would have many uses! Let’s say I can’t run all pretraining data because of cost. And I run a subset and get influential examples. What would that mean concerning what I’m missing?
April 25, 2025 at 11:59 AM
I think a scalable open source implementation would have many uses! Let’s say I can’t run all pretraining data because of cost. And I run a subset and get influential examples. What would that mean concerning what I’m missing?
Looks great! What would it take to run this on another model and dataset?
April 25, 2025 at 12:31 AM
Looks great! What would it take to run this on another model and dataset?
This has been a huge team effort with many talented contributors. Very thankful for everyone’s contributions!
See the list here:
bsky.app/profile/amuu...
See the list here:
bsky.app/profile/amuu...
This was a huge collaboration with many great folks! If you get a chance, be sure to talk to Atticus Geiger, @sarah-nlp.bsky.social, @danaarad.bsky.social, Iván Arcuschin, @adambelfki.bsky.social, @yiksiu.bsky.social, Jaden Fiotto-Kaufmann, @talhaklay.bsky.social, @michaelwhanna.bsky.social, ...
April 24, 2025 at 2:20 AM
This has been a huge team effort with many talented contributors. Very thankful for everyone’s contributions!
See the list here:
bsky.app/profile/amuu...
See the list here:
bsky.app/profile/amuu...