Tootfinder

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders
Wei-Hsiang Huang, Chen-Wei Ke, Wei-Ning Chiu, Yu-Xuan Su, Chun-Chun Yang, Chieh-Yuan Cheng, Yun-Nung Chen, Pu-Jen Cheng
https://arxiv.org/abs/2505.23053

Augment or Not? A Comparative Study of Pure and Augmented Large Language Model Recommenders
Large language models (LLMs) have introduced new paradigms for recommender systems by enabling richer semantic understanding and incorporating implicit world knowledge. In this study, we propose a systematic taxonomy that classifies existing approaches into two categories: (1) Pure LLM Recommenders, which rely solely on LLMs, and (2) Augmented LLM Recommenders, which integrate additional non-LLM techniques to enhance performance. This taxonomy provides a novel lens through which to examine the …

Complexity counts: global and local perspectives on Indo-Aryan numeral systems
Chundra Cathcart
https://arxiv.org/abs/2505.21510 https://

Complexity counts: global and local perspectives on Indo-Aryan numeral systems
The numeral systems of Indo-Aryan languages such as Hindi, Gujarati, and Bengali are highly unusual in that unlike most numeral systems (e.g., those of English, Chinese, etc.), forms referring to 1--99 are highly non-transparent and are cannot be constructed using straightforward rules. As an example, Hindi/Urdu *ikyānve* `91' is not decomposable into the composite elements *ek* `one' and *nave* `ninety' in the way that its English counterpart is. This paper situates Indo-Aryan languages withi…

KÖNNT IHR ALLE ENDLICH MAL AUFHÖREN, SO ÜBER EURE MITMENSCHEN HERZUZIEHEN; ES NERVT BRUTAL, UND WIR HABEN IN WENIGEN TAGEN OSTERN, IHR MÖCHTEGERNCHRIST*INNEN
#CDU #CSU #KleineKoalition

I looked into buying a solar charged battery bank. This product category is completely dominated by no-name 3rd party sellers. 🚩
Charge time is key. No listing had even a rough estimate for solar charge time. 🚩
An example unit claims max solar power 1.13 w, with enough battery power to charge an iPhone 14 Pro twice. Working from that, you'd need ~25 hours of full sun to fully charge. I'd roughly estimate that means at least 3 days in summer. Not quite worthless, but close…