Arash @incrementaliser
PhD student in computational linguistics 🤖💬 arashmath.github.io Edinburgh, Scotland Joined February 2021-
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Arash retweeted
new swag dropping next week, dm for early access
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Thesis unofficial title: Real-time symbolic semantic parsing in the age of stochastic parrots: a cool & painful tale
Arash retweeted
New fastest shortest-path algorithm in 41 years! Tsinghua researchers broke Dijkstra’s 1984 “sorting barrier,” achieving O(m log^(2/3) n) time. This means faster route planning, less traffic, cheaper deliveries, and more efficient networks - and a CS curriculum revamp =)
Arash retweeted
GPT-5 hot take • took almost 3 years, many billions of dollars • good progress on many fronts • but still part of the pack, not a giant leap forward (e.g. Grok 4 beats it on ARC-AGI-2 results) • not the huge leap forward people long expected • lots of questions TBD about…
GPT-5 hot take • took almost 3 years, many billions of dollars • good progress on many fronts • but still part of the pack, not a giant leap forward (e.g. Grok 4 beats it on ARC-AGI-2 results) • not the huge leap forward people long expected • lots of questions TBD about…
Arash retweeted
Bragging about results on benchmarks without saying how they were obtained is marketing, not science.
Deep learning tricks can only get you so far; learn the structure.
Deep learning tricks can only get you so far; learn the structure.
Arash retweeted
Early this morning, have a good one!
Arash retweeted
BREAKING NEWS! Most people aren’t prompting models with IMO problems :) They’re prompting with tasks that need more context, like “plz make talk slides.” In an ACL oral, I’ll cover challenges in human-LM grounding (in 60K+ real interactions) & introduce a benchmark: RIFTS. 🧵
Arash retweeted
If you think reasoning is just generating intermediate tokens you don't know what reasoning is.
If you think reasoning is just generating intermediate tokens you don't know what reasoning is.
A bloody one here 🥲
A bloody one here 🥲
Yet the "illusion of thinking" remains 🌝
Yet the "illusion of thinking" remains 🌝
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