Zobrazeno 1 - 7
of 7
pro vyhledávání: '"Naidu, Siddartha"'
Autor:
White, Colin, Dooley, Samuel, Roberts, Manley, Pal, Arka, Feuer, Ben, Jain, Siddhartha, Shwartz-Ziv, Ravid, Jain, Neel, Saifullah, Khalid, Naidu, Siddartha, Hegde, Chinmay, LeCun, Yann, Goldstein, Tom, Neiswanger, Willie, Goldblum, Micah
Test set contamination, wherein test data from a benchmark ends up in a newer model's training set, is a well-documented obstacle for fair LLM evaluation and can quickly render benchmarks obsolete. To mitigate this, many recent benchmarks crowdsource
Externí odkaz:
http://arxiv.org/abs/2406.19314
Direct Preference Optimisation (DPO) is effective at significantly improving the performance of large language models (LLMs) on downstream tasks such as reasoning, summarisation, and alignment. Using pairs of preferred and dispreferred data, DPO mode
Externí odkaz:
http://arxiv.org/abs/2402.13228
Publikováno v:
Thirty-seventh Conference on Neural Information Processing Systems, 2023
The vast majority of time-series forecasting approaches require a substantial training dataset. However, many real-life forecasting applications have very little initial observations, sometimes just 40 or fewer. Thus, the applicability of most foreca
Externí odkaz:
http://arxiv.org/abs/2311.01933
Autor:
Pal, Arka, Karkhanis, Deep, Roberts, Manley, Dooley, Samuel, Sundararajan, Arvind, Naidu, Siddartha
Modern large language models (LLMs) that rely on attention mechanisms are typically trained with fixed context lengths which enforce upper limits on the length of input sequences that they can handle at evaluation time. To use these models on sequenc
Externí odkaz:
http://arxiv.org/abs/2308.10882
Autor:
Naidu, Siddartha, Holman, Richard
Publikováno v:
Phys.Rev. D71 (2005) 064026
We study the alpha vacua of de Sitter space by considering the decay rate of the inflaton field coupled to a scalar field placed in an alpha vacuum. We find an {\em alpha dependent} Bose enhancement relative to the Bunch-Davies vacuum and, surprising
Externí odkaz:
http://arxiv.org/abs/hep-th/0409013
Autor:
Holman, Richard, Naidu, Siddartha
We propose a new equation of state for the Dark Energy component of the Universe. It is modeled on the equation of state $p=w(\rho-\rho_{*})$ which can describe a liquid, for example water. We show that its energy density naturally decomposes into a
Externí odkaz:
http://arxiv.org/abs/astro-ph/0408102
Publikováno v:
MRS Online Proceedings Library; 2002, Vol. 754 Issue 1, p1-6, 6p