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Codebook llms: Adapting political science codebooks for llm use and adapting llms to follow codebooks
Codebooks--documents that operationalize constructs and outline annotation procedures--
are used almost universally by social scientists when coding unstructured political texts …
are used almost universally by social scientists when coding unstructured political texts …
Calibrating llms with preference optimization on thought trees for generating rationale in science question scoring
Generating rationales that justify scoring decisions has been a promising way to facilitate
explainability in automated scoring systems. However, existing methods do not match the …
explainability in automated scoring systems. However, existing methods do not match the …
Mechanistic?
The rise of the term" mechanistic interpretability" has accompanied increasing interest in
understanding neural models--particularly language models. However, this jargon has also …
understanding neural models--particularly language models. However, this jargon has also …
Reasoning with Natural Language Explanations
Explanation constitutes an archetypal feature of human rationality, underpinning learning
and generalisation, and representing one of the media supporting scientific discovery and …
and generalisation, and representing one of the media supporting scientific discovery and …
[PDF][PDF] Introductory Tutorial: Reasoning with Natural Language Explanations
Explanation constitutes an archetypal feature of human rationality, underpinning learning,
and generalisation, and representing one of the media supporting scientific discovery and …
and generalisation, and representing one of the media supporting scientific discovery and …
Answer, Assemble, Ace: Understanding How LMs Answer Multiple Choice Questions
Multiple-choice question answering (MCQA) is a key competence of performant transformer
language models that is tested by mainstream benchmarks. However, recent evidence …
language models that is tested by mainstream benchmarks. However, recent evidence …
Faithful and Useful Explanations by Large Language Models
Q Lyu - 2024 - search.proquest.com
The advent of large-scale pretrained Language Models (LMs) has ushered in a new era in
Natural Language Processing (NLP). These models, trained on massive text corpora, have …
Natural Language Processing (NLP). These models, trained on massive text corpora, have …
[HTML][HTML] Extended endocrine therapy in breast cancer: A basket of length-constraint feature selection metaheuristics to balance Type I against Type II errors
HP Liu, JV Zhang, D Wang, A Albrecht… - Journal of Biomedical …, 2022 - Elsevier
Extended endocrine therapy beyond 5 years is of major concern to ER+ breast cancer
survivors. However, it might be unsuitable to apply routinely used genomic tests designed …
survivors. However, it might be unsuitable to apply routinely used genomic tests designed …