This project has been used in stuff like our paper Thoughtbubbles (arxiv.org/abs/2510.00219), and it made the whole effort a lot easier.
September 14, 2026 at 4:17 PM
This project has been used in stuff like our paper Thoughtbubbles (arxiv.org/abs/2510.00219), and it made the whole effort a lot easier.
i like it , it kind of reads like multiple little thoughtbubbles strung together to me
August 10, 2026 at 2:35 AM
i like it , it kind of reads like multiple little thoughtbubbles strung together to me
Broken Frontiers is the Self Made Hero of Thoughtbubbles
July 17, 2026 at 6:48 PM
Broken Frontiers is the Self Made Hero of Thoughtbubbles
Bubbly Thoughts 🫧 #wedApr22 #onelab #onelabapp #onelabart #digitalart #art #abstract #abstractart #bubbles #bubbleart #sunandmoon #dreamyart #bubblythoughts #thoughtbubbles #bubbly #thoughts #dreamythoughts #BlueSkyArtShow #blueskyart #artonbluesky #blueskyartist #artistsonbluesky #bluesky
April 24, 2026 at 1:17 AM
Bubbly Thoughts #traditionalart #bubbles #photoblending #ocean #bubbly #dreamy #dreaming #thoughtbubbles #creatingrealities #bubblythoughts #love #daydteamer #dreamingoflove #dreamsofromance #BlueSkyArtShow #blueskyart #artonbluesky #blueskyartist #artistsonbluesky #womenartistsonbluesky #bluesky
April 2, 2026 at 7:01 PM
Liu, H., Murty, S., Manning, C. D., & Csordás, R. (2025). Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space. arXiv preprint arXiv:2510.00219.
February 20, 2026 at 11:55 AM
Liu, H., Murty, S., Manning, C. D., & Csordás, R. (2025). Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space. arXiv preprint arXiv:2510.00219.
The study presents Thoughtbubbles, a transformer variant enabling latent space parallel computation, allowing reasoning learning during pretraining without supervision. Results show improved perplexity and zero-shot evaluations, enhancing multi-step AI tasks. https://arxiv.org/abs/2510.00219
Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
ArXiv link for Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
arxiv.org
February 2, 2026 at 11:52 AM
The study presents Thoughtbubbles, a transformer variant enabling latent space parallel computation, allowing reasoning learning during pretraining without supervision. Results show improved perplexity and zero-shot evaluations, enhancing multi-step AI tasks. https://arxiv.org/abs/2510.00219
We've done three ThoughtBubbles with @shop.peregrinecoast.press - in 2022, £1,400 across the weekend (our first convention!!). In 2023 we went through a significant downturn and made £800. This weekend we've continued our positive upwards trend and hit £1,600.
November 17, 2025 at 12:45 PM
We've done three ThoughtBubbles with @shop.peregrinecoast.press - in 2022, £1,400 across the weekend (our first convention!!). In 2023 we went through a significant downturn and made £800. This weekend we've continued our positive upwards trend and hit £1,600.
AK went all out on the Halloween decorations this year, with some help from his friends!
Woo belongs to @woobaloo.bsky.social
Pozzo belongs to @pozzo.bsky.social
Nova belongs to @novaspark.bsky.social
Lexx belongs to @thegooddoctorwolf.bsky.social
Gray belongs to @graydaze.bsky.social
Woo belongs to @woobaloo.bsky.social
Pozzo belongs to @pozzo.bsky.social
Nova belongs to @novaspark.bsky.social
Lexx belongs to @thegooddoctorwolf.bsky.social
Gray belongs to @graydaze.bsky.social
October 31, 2025 at 8:19 PM
AK went all out on the Halloween decorations this year, with some help from his friends!
Woo belongs to @woobaloo.bsky.social
Pozzo belongs to @pozzo.bsky.social
Nova belongs to @novaspark.bsky.social
Lexx belongs to @thegooddoctorwolf.bsky.social
Gray belongs to @graydaze.bsky.social
Woo belongs to @woobaloo.bsky.social
Pozzo belongs to @pozzo.bsky.social
Nova belongs to @novaspark.bsky.social
Lexx belongs to @thegooddoctorwolf.bsky.social
Gray belongs to @graydaze.bsky.social
October 16, 2025 at 1:46 PM
@rohanpaul_ai https://x.com/rohanpaul_ai/status/1975484492082020692 #x-rohanpaul_ai
This paper adds a way for transformers to think more only when needed during pretraining.
A 319M Thoughtbubbles model beats a 772M baseline on OpenWebText perplexity.
Regular transformers spend equa...
This paper adds a way for transformers to think more only when needed during pretraining.
A 319M Thoughtbubbles model beats a 772M baseline on OpenWebText perplexity.
Regular transformers spend equa...
October 7, 2025 at 9:15 AM
@rohanpaul_ai https://x.com/rohanpaul_ai/status/1975484492082020692 #x-rohanpaul_ai
This paper adds a way for transformers to think more only when needed during pretraining.
A 319M Thoughtbubbles model beats a 772M baseline on OpenWebText perplexity.
Regular transformers spend equa...
This paper adds a way for transformers to think more only when needed during pretraining.
A 319M Thoughtbubbles model beats a 772M baseline on OpenWebText perplexity.
Regular transformers spend equa...
Thoughtbubbles, a transformer variant submitted September 2025, adds adaptive computation in latent space and achieves lower perplexity on OpenWebText plus higher zero‑shot accuracy on HellaSwag and LAMBADA. https://getnews.me/thoughtbubbles-parallel-latent-space-transformer-method/ #ai #nlp
October 2, 2025 at 8:27 PM
Thoughtbubbles, a transformer variant submitted September 2025, adds adaptive computation in latent space and achieves lower perplexity on OpenWebText plus higher zero‑shot accuracy on HellaSwag and LAMBADA. https://getnews.me/thoughtbubbles-parallel-latent-space-transformer-method/ #ai #nlp
A groundbreaking study reveals Thoughtbubbles, a transformer variant that allows parallel adaptive computation in latent space without extra supervision, greatly improving reasoning capabilities. https://arxiv.org/abs/2510.00219
Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
ArXiv link for Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
arxiv.org
October 2, 2025 at 5:11 PM
A groundbreaking study reveals Thoughtbubbles, a transformer variant that allows parallel adaptive computation in latent space without extra supervision, greatly improving reasoning capabilities. https://arxiv.org/abs/2510.00219
Joint work with my wonderful collaborators @shikharmurty.bsky.social, @robertcsordas.bsky.social, and @chrmanning.bsky.social.
Paper: arxiv.org/abs/2510.00219.
Code and Package: github.com/stanfordnlp/....
Paper: arxiv.org/abs/2510.00219.
Code and Package: github.com/stanfordnlp/....
Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
Current approaches for scaling inference-time compute in transformers rely on training them to emit explicit chain-of-thought tokens before producing an answer. While these methods are powerful, they…
arxiv.org
October 2, 2025 at 3:54 PM
Joint work with my wonderful collaborators @shikharmurty.bsky.social, @robertcsordas.bsky.social, and @chrmanning.bsky.social.
Paper: arxiv.org/abs/2510.00219.
Code and Package: github.com/stanfordnlp/....
Paper: arxiv.org/abs/2510.00219.
Code and Package: github.com/stanfordnlp/....
Introducing 𝘁𝗵𝗼𝘂𝗴𝗵𝘁𝗯𝘂𝗯𝗯𝗹𝗲𝘀: a *fully unsupervised* LM for input-adaptive parallel latent reasoning
✅ Learn yourself a reasoning model with normal pretraining
✅ Better perplexity compared to fixed thinking tokens
No fancy loss, no chain of thought labels 🚀
✅ Learn yourself a reasoning model with normal pretraining
✅ Better perplexity compared to fixed thinking tokens
No fancy loss, no chain of thought labels 🚀
October 2, 2025 at 3:54 PM
Introducing 𝘁𝗵𝗼𝘂𝗴𝗵𝘁𝗯𝘂𝗯𝗯𝗹𝗲𝘀: a *fully unsupervised* LM for input-adaptive parallel latent reasoning
✅ Learn yourself a reasoning model with normal pretraining
✅ Better perplexity compared to fixed thinking tokens
No fancy loss, no chain of thought labels 🚀
✅ Learn yourself a reasoning model with normal pretraining
✅ Better perplexity compared to fixed thinking tokens
No fancy loss, no chain of thought labels 🚀
Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
https://arxiv.org/abs/2510.00219
https://arxiv.org/abs/2510.00219
October 2, 2025 at 12:51 PM
Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space
https://arxiv.org/abs/2510.00219
https://arxiv.org/abs/2510.00219
Houjun Liu, Shikhar Murty, Christopher D. Manning, R\'obert Csord\'as: Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space https://arxiv.org/abs/2510.00219 https://arxiv.org/pdf/2510.00219 https://arxiv.org/html/2510.00219
October 2, 2025 at 6:32 AM
Houjun Liu, Shikhar Murty, Christopher D. Manning, R\'obert Csord\'as: Thoughtbubbles: an Unsupervised Method for Parallel Thinking in Latent Space https://arxiv.org/abs/2510.00219 https://arxiv.org/pdf/2510.00219 https://arxiv.org/html/2510.00219
His thoughtbubbles are awesome
September 30, 2025 at 7:43 PM
His thoughtbubbles are awesome
Digital Vs Analog by Brian Wallace
Digital Vs Analog Digital Art by Brian Wallace
pixels.com
July 8, 2025 at 5:54 AM
Happy terrible comic day(in timezones other than my own). Here's a comic. It's terrible. #makeaterriblecomicday2025
June 24, 2025 at 10:34 PM
Happy terrible comic day(in timezones other than my own). Here's a comic. It's terrible. #makeaterriblecomicday2025
April 26, 2025 at 10:39 PM
I tell you what, if ThoughtBubbles appeared above my head, I would be in deep shit💭🤬🫣🤫😂
April 19, 2025 at 7:25 PM
I tell you what, if ThoughtBubbles appeared above my head, I would be in deep shit💭🤬🫣🤫😂
ThoughtBubbles Dutton.
No sooner thought than they disappear.
No sooner thought than they disappear.
March 21, 2025 at 6:45 AM
ThoughtBubbles Dutton.
No sooner thought than they disappear.
No sooner thought than they disappear.
March 19, 2025 at 7:06 AM