#RoleQ
got the hang of apollo... had alot of fun.... maybe i boot up dota and try to roleq mid ???
October 18, 2026 at 9:30 AM
RoleQ: Role-Aligned Scales for Converting Language Models to Ternary

Johannes Knittel, Alec Helbling, Hanspeter Pfister

#arXiv #cs.AI #cs.CL
RoleQ: Role-Aligned Scales for Converting Language Models to Ternary
Weight quantization below four bits shrinks memory and bandwidth at a perplexity that looks acceptable, but often at the cost of factual knowledge and task accuracy. Ternary weights have mostly been obtained by training from scratch or long fine-tuning. We introduce RoleQ, a quantization framework …
arxiv.org
October 17, 2026 at 2:24 PM
A new ternary weight quantization framework, RoleQ, places scales by Transformer unit roles rather than weight matrix layout, matching per-layer axis search at lower solver cost and cutting perplexity by up to…

#RoleQ #Quantization #ModelCompression #AIResearch
https://arxiv.org/abs/2610.21808
October 18, 2026 at 12:01 AM
RoleQ: Role-Aligned Scales for Converting Language Models to Ternary

Johannes Knittel, Alec Helbling, Hanspeter Pfister

#arXiv #cs.AI #cs.CL
RoleQ: Role-Aligned Scales for Converting Language Models to Ternary
Weight quantization below four bits shrinks memory and bandwidth at a perplexity that looks acceptable, but often at the cost of factual knowledge and task accuracy. Ternary weights have mostly been obtained by training from scratch or long fine-tuning. We introduce RoleQ, a quantization framework …
arxiv.org
October 16, 2026 at 3:36 PM
Johannes Knittel, Alec Helbling, Hanspeter Pfister: RoleQ: Role-Aligned Scales for Converting Language Models to Ternary https://arxiv.org/abs/2610.21808 https://arxiv.org/pdf/2610.21808 https://arxiv.org/html/2610.21808
October 16, 2026 at 6:40 AM
the endwalker roleq uests are obviously fitting for the story but since im melee dps i got the limsa lominsa + company of heroes one and like to be honest....i could not care less
August 27, 2026 at 3:24 PM
In Dota there is role queue, but even in non-roleq matches people figure out who's playing what and then adjust to make the game at least palatable.

You can't expect a game that's been out for two weeks to have a developed player culture like that. Manners take time to learn.
December 21, 2024 at 6:10 PM
I feel like instead of a roleq or lock in, a 3 role maximum would work better for comp.
I honestly hope they don't enforce this on qp tho cause 4 dps + 2 healers is pretty awesome currently
December 9, 2024 at 1:40 AM
I never soloq either, game is so much better with someone else. hit masters once before roleq but never again
October 18, 2024 at 3:18 AM
Ayer me dió por echar un vistazo por la comunidad de Marvel Rivals y para sorpresa de nadie ya les han salido los mismos problemas estructurales que Overwatch: personajes con gameplay molestos, la frustración de jugar tanque/support, la necesidad de roleq, la competitividad tóxica...
April 19, 2025 at 11:09 AM