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REMORY adds soft memory tokens to a summary, letting a frozen LLM approximate full-history continuations. It uses only 5.2% of input positions and improves source attribution.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.11287
#MachineLearning
AdaptEvo is a framework for learning under imperfect supervision that couples confidence-adaptive policy optimization with evolving decision knowledge and evaluation rubrics.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.11354
#MachineLearning
Lapras is a post-training framework that gives time series language models latent reasoning ability, allowing them to generate continuous thoughts and produce text only for the final answer.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.11111
#MachineLearning
The paper presents MARS-Gov, a standpoint-aware system that detects biased language in Dutch government documents and can create a dynamic "10th juror" for uncovered groups.
Source: arXiv cs.CL
https://arxiv.org/abs/2610.11136
#MachineLearning
LoopOPD uses a frozen terminal loop policy as a compute privileged teacher for an intermediate loop student, providing dense supervision without an external teacher.
Source: arXiv cs.LG
https://arxiv.org/abs/2610.10623
#MachineLearning
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