From 96681b62998fb1d383993703a5476eeb48aae54c Mon Sep 17 00:00:00 2001 From: Corwin Date: Fri, 11 Jul 2025 18:09:48 -0700 Subject: [PATCH] added delta --- examples/Prompt_migration_guide.ipynb | 81 +++++++++++++++++++++++++- images/prompt_migrator_fig1.png | Bin 0 -> 26549 bytes images/prompt_migrator_fig2.png | Bin 0 -> 26954 bytes images/prompt_migrator_fig3.png | Bin 0 -> 37288 bytes 4 files changed, 80 insertions(+), 1 deletion(-) create mode 100644 images/prompt_migrator_fig1.png create mode 100644 images/prompt_migrator_fig2.png create mode 100644 images/prompt_migrator_fig3.png diff --git a/examples/Prompt_migration_guide.ipynb b/examples/Prompt_migration_guide.ipynb index 33800c6c29..0b757a39d7 100644 --- a/examples/Prompt_migration_guide.ipynb +++ b/examples/Prompt_migration_guide.ipynb @@ -698,6 +698,85 @@ "Consistent testing and refinement ensure your prompts consistently achieve their intended results." ] }, + { + "cell_type": "markdown", + "id": "cac0dc7f", + "metadata": {}, + "source": [ + "### Current Example\n", + "\n", + "Let’s evaluate whether our current working prompt has improved as a result of prompt migration. The original prompt, drawn from this [paper](https://arxiv.org/pdf/2306.05685), is designed to serve as a judge between two assistants’ answers. Conveniently, the paper provides a set of human-annotated judgments and assesses the LLM judge based on its agreement with these human ground truths.\n", + "\n", + "Our goal here is to measure how closely the judgments generated by our migrated prompt align with human evaluations. For context, the benchmark we’re using is a subset of MT-Bench, which features multi-turn conversations. In this example, we’re evaluating 200 conversation rows, each comparing the performance of different model pairs.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "6f50f9a0", + "metadata": {}, + "source": [ + "On our evaluation subset, a useful reference point is human-human agreement, since each conversation is rated by multiple annotators. For turn 1 (without ties), humans agree with each other in 81% of cases, and for turn 2, in 76% of cases." + ] + }, + { + "cell_type": "markdown", + "id": "20e4d610", + "metadata": {}, + "source": [ + "![Graph 1 for Model Agreement](../images/prompt_migrator_fig1.png)" + ] + }, + { + "cell_type": "markdown", + "id": "a3eccb6c", + "metadata": {}, + "source": [ + "Comparing this to our models before migration, GPT-4 (as used in the paper) achieves an agreement with human judgments of 74% on turn 1 and 71% on turn 2, which is not bad, but still below the human-human upper bound." + ] + }, + { + "cell_type": "markdown", + "id": "91dc3d38", + "metadata": {}, + "source": [ + "![Graph 2 for Model Agreement](../images/prompt_migrator_fig2.png)" + ] + }, + { + "cell_type": "markdown", + "id": "9f7e206f", + "metadata": {}, + "source": [ + "\n", + "Switching to GPT-4.1 (using the same prompt) improves the agreement: 78% (65/83) on turn 1 and 72% (61/85) on turn 2." + ] + }, + { + "cell_type": "markdown", + "id": "800da674", + "metadata": {}, + "source": [ + "\n", + "Finally, after migrating and tuning our prompt specifically for GPT-4.1, the agreement climbs further, reaching 80% on turn 1 and 72% on turn 2, very close to matching the level of agreement seen between human annotators." + ] + }, + { + "cell_type": "markdown", + "id": "7af0337b", + "metadata": {}, + "source": [ + "![Graph 3 for Model Agreement](../images/prompt_migrator_fig3.png)" + ] + }, + { + "cell_type": "markdown", + "id": "43ae2ba5", + "metadata": {}, + "source": [ + "Viewed all together, we can see that prompt migration and model upgrades improve agreement on our sample task. Go ahead and try it on yours!" + ] + }, { "cell_type": "markdown", "id": "c3ed1776", @@ -883,7 +962,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.8" + "version": "3.12.9" } }, "nbformat": 4, diff --git a/images/prompt_migrator_fig1.png b/images/prompt_migrator_fig1.png new file mode 100644 index 0000000000000000000000000000000000000000..af6d9fef32b7e6a78a90881695bfd19e7aa40a6c GIT binary patch literal 26549 zcmeFZcRZGT_&$y(<55JE22Cqe++q zRc?KL4(C9yAMY_WYQB5*{GK(l+{XKBv1W0?W-$SB1#+*()nDk<@I5E{x|gxB zvDaDT6qVDQS>Q68v*GGO>u1_HxTe``6TZtmxM1g^{O)bgo98%qgmh1lU*590f7LFI99xin%@;4^Cq%jS>@E4Zsmyew&Ak)5kmWDUQ)@fh^{z!ZVaTW} zQxb4&fE~r$dY(Tj9K>_)Xjs z=Vk^NRk~g)$%a56$I2> zXu(~|(Jb>pfzFcFOx?Q$=nqVav!TZ6S=w&9s4g+~Wb&=@{cXYR$r!)X$Mu0`gE4*r zJ@F4hPR=IKEq;2l1?e-F1O1 z#vhoK^UGYedwR{w=bBErM)qmIvwM8k>v$fI&9qAG`>SdCjiK?^?xr<|J}f*o=)B?+ z;W(W%e}Tcg++q6J34u(dG_}HQl?*L@r;UEQoXGD==^94L8Wx_l+K*dyW$4aC?&xPw zYuQ)K7fxK@{pEeR&*k>Ei<1qv(zSbz 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