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chore: update note
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hsiangjenli committed Oct 13, 2024
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18 changes: 10 additions & 8 deletions source/dspy/0_intro.rst
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Expand Up @@ -5,21 +5,17 @@ Full name of DSPy is DSPy "Declarative Self-improving Language Programs (in Pyth

Developed by Stanford NLP

- :cite:`khattab2023dspy`
- :cite:`khattab2022demonstrate`
- :title-ref:`khattab2023dspy` :cite:`khattab2023dspy`
- :title-ref:`khattab2022demonstrate` :cite:`khattab2022demonstrate`

Contributions
-------------
#. separate program from parameters
#. new optimizer, which is LM-driven and can be used to optimize prompt and weights

.. LLMs are sensitive to how they are prompted :cite:`towardsdatascienceIntroDSPy`
:cite:`medium_bc_dspy`

LLMs are sensitive to how they are prompted :cite:`towardsdatascienceIntroDSPy`

Key concept is "programming with foundation models" :cite:`towardsdatascienceIntroDSPy`

.. Key concept is "programming with foundation models" :cite:`towardsdatascienceIntroDSPy`
How to use DSPy :cite:`dspydocsUsingDSPy`
-----------------------------------------
Expand All @@ -32,3 +28,9 @@ How to use DSPy :cite:`dspydocsUsingDSPy`
#. Collect data
#. Set up the optimizer
#. Train


Reference
---------
.. bibliography::
:filter: docname in docnames
9 changes: 1 addition & 8 deletions source/index.rst
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Expand Up @@ -20,11 +20,4 @@ Note LLM
:caption: Ollama
:maxdepth: 1

ollama/*

.. toctree::
:glob:
:caption: Paper Reading
:maxdepth: 1

paper/*
ollama/*
7 changes: 7 additions & 0 deletions source/llm/01_all_llm.rst
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@@ -0,0 +1,7 @@
A Curated List of LLM Models available from Hugging Face
========================================================

Reference
---------
.. bibliography::
:filter: docname in docnames
4 changes: 4 additions & 0 deletions source/llm/01_tw_llm.rst
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Expand Up @@ -46,3 +46,7 @@ Available Models

- 評測方法程式碼 - https://github.com/taide-taiwan/taide-bench-eval

Reference
---------
.. bibliography::
:filter: docname in docnames
7 changes: 6 additions & 1 deletion source/llm/0_terminology.rst
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Expand Up @@ -17,4 +17,9 @@ Terminology for LLM
#. Position Bias
#. Verbosity Bias
#. Self-Enhancement Bias
#. Limited Reasoning Ability
#. Limited Reasoning Ability

Reference
---------
.. bibliography::
:filter: docname in docnames
6 changes: 6 additions & 0 deletions source/llm/2_benchmark.rst
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Expand Up @@ -50,3 +50,9 @@ Paper
#. Single answer grading

#. Reference-guided grading


Reference
---------
.. bibliography::
:filter: docname in docnames

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