A RAG pipeline with BM25, FAISS, a reranker, and a Mistral 7B generator raises domain-specific QA F1 from 5.45% to 42.21% on a self-built Pittsburgh/CMU test set.
Exact solution of the six-vertex model with domain wall boundary conditions. Antiferroelectric phase
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
We obtain the large $n$ asymptotics of the partition function $Z_n$ of the six-vertex model with domain wall boundary conditions in the antiferroelectric phase region, with the weights $a=\sinh(\ga-t), b=\sinh(\ga+t), c=\sinh(2\ga), |t|<\ga$. We prove the conjecture of Zinn-Justin, that as $n\to\infty$, $Z_n=C\th_4(n\om) F^{n^2}[1+O(n^{-1})]$, where $\om$ and $F$ are given by explicit expressions in $\ga$ and $t$, and $\th_4(z)$ is the Jacobi theta function. The proof is based on the Riemann-Hilbert approach to the large $n$ asymptotic expansion of the underlying discrete orthogonal polynomials and on the Deift-Zhou nonlinear steepest descent method.
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cs.LG 1years
2024 1verdicts
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Retrieval-Augmented Generation for Domain-Specific Question Answering: A Case Study on Pittsburgh and CMU
A RAG pipeline with BM25, FAISS, a reranker, and a Mistral 7B generator raises domain-specific QA F1 from 5.45% to 42.21% on a self-built Pittsburgh/CMU test set.