Andy Halterman
@ahalterman.bsky.social
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Assistant professor of political science at MSU. NLP, text, and conflict.
reposted by
Andy Halterman
Aidan Milliff
4 days ago
Very short summary of this paper:
add a skeleton here at some point
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Very excited that my paper with
@katakeith.bsky.social
is now out in
@polanalysis.bsky.social
. We investigate whether LLMs actually follow the instructions/definitions provided in codebooks, propose some diagnostics, and release a new evaluation dataset.
www.cambridge.org/core/journal...
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Codebook LLMs: Evaluating LLMs as Measurement Tools for Political Science Concepts | Political Analysis | Cambridge Core
Codebook LLMs: Evaluating LLMs as Measurement Tools for Political Science Concepts
https://www.cambridge.org/core/journals/political-analysis/article/codebook-llms-evaluating-llms-as-measurement-tools-for-political-science-concepts/7B323A0E47F782F2698A0AE849EA00DE
4 days ago
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reposted by
Andy Halterman
Political Analysis
5 months ago
Currently in FirstView: “Synthetically generated text for supervised text analysis.”
@ahalterman.bsky.social
proposes using LLMs to generate synthetic training data for training smaller, traditional supervised text models.
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New paper in Political Analysis on synthetic text data for training classifiers. Main idea: generate training examples with LLMs, then fit classifiers on synthetic (+real) text. Paper has validations and guidance. Blog:
andrewhalterman.com/post/synthet...
Paper:
www.cambridge.org/core/journal...
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Synthetically generated text for supervised text analysis | Political Analysis | Cambridge Core
Synthetically generated text for supervised text analysis
https://www.cambridge.org/core/journals/political-analysis/article/synthetically-generated-text-for-supervised-text-analysis/09CFE15F93DE07FCF8DAAB855D9F4642?utm_source=SFMC&utm_medium=email&utm_content=Article&utm_campaign=New%20Cambridge%20Alert%20-%20Articles&WT.mc_id=New%20Cambridge%20Alert%20-%20Articles
8 months ago
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10 months ago
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I couldn't find a tutorial I liked to get students who know R up and running with Python, so I wrote my own! Part 1 is here:
andrewhalterman.com/post/python_...
(And if you have a tutorial you like, please let me know!)
almost 2 years ago
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The optimal amount of dad joke cringe when teaching undergrads is > 0.
almost 2 years ago
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