Evaluation notebooks for NLP and Ecology domains [#23]#24
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MikeACedric wants to merge 2 commits intomainfrom
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Evaluation notebooks for NLP and Ecology domains [#23]#24MikeACedric wants to merge 2 commits intomainfrom
MikeACedric wants to merge 2 commits intomainfrom
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Apr 5, 2026
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| <h2 align="center">LLM-as-a-Judge (LLMJ) Framework</h2> | ||
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| The **LLM-as-a-Judge** is a robust, Python-based evaluation toolkit designed for objective and configurable analysis of Large Language Model (LLM)-generated research reports. It enables researchers to quantify report quality across key dimensions like `breadth`, `depth`, `rigor`, `gap` and `innovation`, with pointwise rubrics implemented via **[YESciEval](https://yescieval.readthedocs.io/)** — a framework for scientific evaluation of LLM outputs. |
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@MikeACedric Please note: LLM-as-a-judge is an general term as a name for an evaluation paradigm predominant in the AI community these days. It is not a toolkit! The framework here is YESciEval. I would ask to give some thought into this description text and avoid copying descriptions that do not make sense from earlier versions of this repository.
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Here the description should say what is being evaluated and how is it being evaluated. For the latter part, it can read as follows "we adopt the LLM-as-a-judge paradigm w.r.t. to the x implemented evaluation categories in the YESciEval library which includes y evaluation rubrics."
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This PR references the issue [#23] and includes the following changes:
Repository Cleanup:
New Notebooks:
Added 4 new notebooks (2 per domain) covering single report and batch evaluation:
NLP— single report & batch evaluation notebooksEcology— single report & batch evaluation notebooksDocumentation: