69 research outputs found
Two-dimensional representations of the genus two surface group
Let denote the fundamental group of the closed surface of genus 2. For
any quadratically closed ring with invertible, we classify irreducible
representations up to conjugacy by giving explicit
formulas.Comment: 6 page
Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations
Existing research predominantly focuses on developing powerful language
learning models (LLMs) for mathematical reasoning within monolingual languages,
with few explorations in preserving efficacy in a multilingual context. To
bridge this gap, this paper pioneers exploring and training powerful
Multilingual Math Reasoning (xMR) LLMs. Firstly, by utilizing translation, we
construct the first multilingual math reasoning instruction dataset,
MGSM8KInstruct, encompassing ten distinct languages, thus addressing the issue
of training data scarcity in xMR tasks. Based on the collected dataset, we
propose different training strategies to build powerful xMR LLMs, named
MathOctopus, notably outperform conventional open-source LLMs and exhibit
superiority over ChatGPT in few-shot scenarios. Notably, MathOctopus-13B
reaches 47.6% accuracy which exceeds ChatGPT 46.3% on MGSM testset. Beyond
remarkable results, we unearth several pivotal observations and insights from
extensive experiments: (1) When extending the rejection sampling strategy to
the multilingual context, it proves effective for model performances, albeit
limited. (2) Employing parallel corpora for math Supervised Fine-Tuning (SFT)
across multiple languages not only significantly enhances model performance
multilingually but also elevates their monolingual performance. This indicates
that crafting multilingual corpora can be regarded as a vital strategy for
enhancing model performance in a specific language, especially in mathematical
reasoning tasks. For instance, MathOctopus-7B improves its counterparts that
trained on English from 42.2% to 50.8% on GSM8K testset.Comment: Work in Progres
Nickel hydroxide-supported ru single atoms and Pd nanoclusters for enhanced electrocatalytic hydrogen evolution and ethanol oxidation
The rational fabrication of Pt-free catalysts for driving the development of practical applications in alkaline water electrolysis and fuel cells is promising but challenging. Herein, a promising approach is outlined for the rational design of multimetallic catalysts comprising multiple active sites including Pd nanoclusters and Ru single atoms anchored at the defective sites of Ni(OH)2 to simultaneously enhance hydrogen evolution reactions (HER) and ethanol oxidation reactions (EOR). Remarkably, Pd12Ru3/Ni(OH)2/C exhibits a remarkably reduced HER overpotential (16.1 mV@10 mA cmā2 with a Tafel slope of 21.8 mV decā1) as compared to commercial 20 wt.% Pt/C (26.0 mV@10 mA cmā2, 32.5 mV decā1). More importantly, Pd12Ru3/Ni(OH)2/C possesses a self-optimized overpotential to 12.5 mV@10 mA cmā2 after 20 000 cycles stability test while a significantly decreased performance for commercial 20wt.% Pt/C (64.5 mV@10 mA cmā2 after 5000 cycles). The mass activity of Pd12Ru3/Ni(OH)2/C for the EOR is up to 3.724 A mgPdRuā1, ā20 times higher than that of commercial Pd/C. Electrochemical in situ Fourier transform infrared measurements confirm the enhanced CO2 selectivity of Pd12Ru3/Ni(OH)2/C while synergistic and electronic effects of adjacent Ru, Pd, and OHad adsorption on Ni(OH)2 at low potential play a key role during EOR
64-fs L-band pulse generation by an all-fibre Er-doped laser
We demonstrate a L-band all-fibre erbium-doped laser mode-locked by nonlinear polarisation rotation. The use of a single gain segment with appropriate length and dispersion and a L-band optimised Brewster fibre grating as an in-fibre polariser enables the generation of 64-fs pulses at 1.59Āµm
Generation of 64-fs L-band stretched pulses from an all-fibre Er-doped laser
We demonstrate an L-band all-fibre erbium-doped laser mode locked by nonlinear polarisation rotation and working in the stretched-pulse regime. The use of a single segment of gain fibre with appropriate length and dispersion and a Brewster fibre grating optimised for the L band as an in-fibre polariser enables the generation of pulses at 1.59-Ī¼m central wavelength, which can be linearly compressed to 64-fs duration. Numerical simulations of the laser model support our experimental findings. Our laser design gives a route towards low-cost and low-complexity fibre-integrated laser sources for applications requiring L-band ultrashort pulses
Number of Unfavorable IntermediateāRisk Factors Predicts Pathologic Upstaging and Prostate CancerāSpecific Mortality Following Radical Prostatectomy: Results From the SEARCH Database
Peer Reviewedhttp://deepblue.lib.umich.edu/bitstream/2027.42/135480/1/pros23255.pdfhttp://deepblue.lib.umich.edu/bitstream/2027.42/135480/2/pros23255_am.pd
- ā¦