Tootfinder

DyKnow-RAG: Dynamic Knowledge Utilization Reinforcement Framework for Noisy Retrieval-Augmented Generation in E-commerce Search Relevance
Tingqiao Xu, Shaowei Yao, Chenhe Dong, Yiming Jin, Zerui Huang, Dan Ou, Haihong Tang
https://arxiv.org/abs/2510.11122

DyKnow-RAG: Dynamic Knowledge Utilization Reinforcement Framework for Noisy Retrieval-Augmented Generation in E-commerce Search Relevance
Accurately modeling query-item relevance drives e-commerce ranking, yet long-tail, knowledge-heavy, and fast-evolving queries exceed parametric LLM coverage. External context (reviews, attribute encyclopedias, UGC) can help but is noisy, and single-pass latency and cost forbid any clean-then-summarize step. The model must, per query, judge relevance and decide whether to use, partially use, or ignore the context. DyKnow-RAG is a dynamic noisy-RAG framework built on Group Relative Policy Optimiz…

#RightWingSexualPredators: there's almost 1500
https://docs.google.com/document/u/1/d/e/2PACX-1vTFikAP6MXDCJjWzgMIOvpsT1ji-HwO-rLEvNE8e-cfCGh0YHoZluIG5TEsmwFub7MzIDfh0XgvcWL8/pub?ref=unprecedented.ghost.io

ok the UK *does* have decent rail information software! i should've just asked railfans instead

Falls jemand hier im Bereich Software Entwicklung / Prototyping unterwegs ist, in Berlin wohnt (oder wohnen wollen würde) und nen Job sucht, wir haben gerade openings. (Nicht nur die explizit ausgeschriebene Junior Stelle, auch Seniors könnten relevant sein) https://artcom.de/?job_description=jun…

@… either is fine but for lower traffic repos I would prefer using Issues for everything (what a relevant question to my last two weeks 😅)

Experte Fleckl: - „Wenn es relevant wird, zieht Benko sich zurück“ #News #Nachrichten

Die Zahl der #Insolvenzen in Deutschland steigt weiter deutlich. Im Juli wurden 13,4 Prozent mehr Unternehmenspleiten gemeldet als im Vorjahr.
Für 2025 rechnet die #DIHK mit über 22.000 Insolvenzen – ein neuer Höchststand seit 2015.
Ursachen seien unter anderem hohe

"World’s first solar park featuring hydrogen-producing PV modules takes shape in Belgium"
#Belgium #SolarPower #Energy

World’s first solar park featuring hydrogen-producing PV modules takes shape in Belgium
A 2 MW solar park in Wallonia, Belgium, will rely 50 kW of hydrogen-producing solar modules developed by Solhyd, a spin-off from KU Lueven. The installation will be the first demonstration of Solhyd’s technology at a commercially-relevant scale.

From Reasoning LLMs to BERT: A Two-Stage Distillation Framework for Search Relevance
Runze Xia, Yupeng Ji, Yuxi Zhou, Haodong Liu, Teng Zhang, Piji Li
https://arxiv.org/abs/2510.11056

From Reasoning LLMs to BERT: A Two-Stage Distillation Framework for Search Relevance
Query-service relevance prediction in e-commerce search systems faces strict latency requirements that prevent the direct application of Large Language Models (LLMs). To bridge this gap, we propose a two-stage reasoning distillation framework to transfer reasoning capabilities from a powerful teacher LLM to a lightweight, deployment-friendly student model. In the first stage, we address the limitations of general-purpose LLMs by constructing a domain-adapted teacher model. This is achieved thro…

REGENT: Relevance-Guided Attention for Entity-Aware Multi-Vector Neural Re-Ranking
Shubham Chatterjee
https://arxiv.org/abs/2510.11592 https://arxiv.org/pd…

REGENT: Relevance-Guided Attention for Entity-Aware Multi-Vector Neural Re-Ranking
Current neural re-rankers often struggle with complex information needs and long, content-rich documents. The fundamental issue is not computational--it is intelligent content selection: identifying what matters in lengthy, multi-faceted texts. While humans naturally anchor their understanding around key entities and concepts, neural models process text within rigid token windows, treating all interactions as equally important and missing critical semantic signals. We introduce REGENT, a neural…