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Astra is much better at reasoning with filler tokens than previous models

blog.redwoodresearch.org · published 23 September 2026

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1blog citing
First cited
25 Sept 2026
Most recent
25 Sept 2026
Rank this month
not ranked
External links
24
Words captured
1,653

Cited by 1 blog in 1 post

One row per blog, the most recently citing first. Each shows the blog's newest citing post; open a row for the others.

Blog
Newest citing post
Date
transformernews.ai1 post
AI governance is coming, with or without Trump Read at the source ↗
25 Sept 2026

Links from this post

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Host
https://substackcdn.com/image/fetch/$s_!Q5u7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b26d139-1b8e-4c82-9690-6bdb423ed226_975x598.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!e66d!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09286da7-07db-4400-bf3b-a6185fea7116_1125x675.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!EpgX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8485d4d3-40b7-4314-8505-a261d42b12c9_1125x675.png
substackcdn.com
https://huggingface.co/datasets/ulamai/AIME-Plus-Plus
huggingface.co
https://matharena.ai/
matharena.ai
https://substackcdn.com/image/fetch/$s_!zgul!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fed48cc8a-4c0d-4b27-a2fc-adbf0a9dd02e_1125x675.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!D8EN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8485be54-663f-44d8-bb7f-e7bc29809cf1_1125x675.png
substackcdn.com
https://arxiv.org/abs/2507.11473
arxiv.org
https://github.com/redwoodresearch/astra-filler-tokens
github.com
https://substackcdn.com/image/fetch/$s_!RUbz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2071a8dd-8f7d-410e-a297-ab99194027bd_1125x675.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!IZGW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6afefd28-f490-4ea9-a5d1-44c1461ae63b_1125x675.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!jsSY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7d3c6632-11e2-42c4-9009-149186a04797_1125x675.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!JkiR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F31de3686-a11f-4c6d-9240-1c2925e2a05b_1125x675.png
substackcdn.com
https://arxiv.org/abs/2606.07157
arxiv.org
https://arxiv.org/html/2404.15758v1
arxiv.org
Estimating GPT-6 Astra’s no-CoT Time Horizon Read at the source ↗
lesswrong.com
GPT-6 Astra can do a lot of multi-hop reasoning without chain of thought Read at the source ↗
lesswrong.com
https://www.lesswrong.com/posts/eRmzz8J8Qkzqvzrgg/astra-can-do-a-concerning-amount-with-no-chain-of-thought
lesswrong.com
https://en.wikipedia.org/wiki/Kendall_rank_correlation_coefficient
en.wikipedia.org
https://www.lesswrong.com/posts/uvhuZHFtrgk8kNiZc/astra-is-much-better-at-reasoning-with-filler-tokens-than
lesswrong.com
https://agi.safe.ai/
agi.safe.ai
https://livebench.ai/
livebench.ai
https://substackcdn.com/image/fetch/$s_!6vc9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9cb8d2c5-a8ff-4c83-8890-0fe4239e00fd_1927x630.png
substackcdn.com
https://substackcdn.com/image/fetch/$s_!Yxnc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F167a2258-b1ec-4e96-967b-b3c84db21af7_1395x630.png
substackcdn.com
Elsewhere on blog.redwoodresearch.org (2)