From 96681b62998fb1d383993703a5476eeb48aae54c Mon Sep 17 00:00:00 2001 From: Corwin Date: Fri, 11 Jul 2025 18:09:48 -0700 Subject: [PATCH 1/4] 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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z@`yiry#JUo+ZW3P`-h+&2mrZ~*H>}lhjC`_TOryP?Iwy{)h_d7RqfR!#>FtkxR(qbZeLoy8#64WR7zEl06opY!wQNOA-@wmZ!lrjtip_WI@>dco?UdAXx{7`GI zt+76CV4asfIwEIn8|Hf&7ltvHYp-~Yw!6@`nLQXHFU4qjqI1GVFH0ygWvzjVlEOPl zZ!E>mfs{;HS=j)>NMlYnf_09af`a0Kkr}w`MB@)Sg6OdxwEdzGhWc{$4J6)$s2T#g zhM0LLxb4{`CGoY(e#9i1G*a8h`*|^pWu1@I_eMXPX5f5^NiQx4SY3}F{|An&XsiGL literal 0 HcmV?d00001 From 8d4e27aae68dacf4dcb11033f5f04be569e36558 Mon Sep 17 00:00:00 2001 From: Corwin Date: Mon, 14 Jul 2025 08:29:59 -0700 Subject: [PATCH 2/4] condensing for cleanness --- examples/Prompt_migration_guide.ipynb | 48 ++++----------------------- 1 file changed, 7 insertions(+), 41 deletions(-) diff --git a/examples/Prompt_migration_guide.ipynb b/examples/Prompt_migration_guide.ipynb index 0b757a39d7..1dd5bb824f 100644 --- a/examples/Prompt_migration_guide.ipynb +++ b/examples/Prompt_migration_guide.ipynb @@ -705,9 +705,9 @@ "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", + "Let’s evaluate whether our current prompt migration has actually improved for the task of this judge. 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 ground truths, so we can measure how often the LLM judge agrees with the humans judgments.\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", + "Thus, our metric of success will be measuring how closely the judgments generated by our migrated prompt align with human evaluations compared to the judgments generated with our baseline prompt. 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" ] }, @@ -716,40 +716,15 @@ "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." + "On our evaluation subset, a useful reference anchor is human-human agreement, since each conversation is rated by multiple annotators. Humans do not always agree with each other on which assistant answer is better, so we wouldn't expect our judge to achieve perfect agreement either. 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", + "id": "7af0337b", "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." + "![Graph 3 for Model Agreement](../images/prompt_migrator_fig3.png)" ] }, { @@ -757,16 +732,7 @@ "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)" + "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 ceiling. Switching to GPT-4.1 (using the same prompt) improves the agreement: 77% on turn 1 and 72% on turn 2. 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." ] }, { @@ -774,7 +740,7 @@ "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!" + "Viewed all together, we can see that prompt migration and upgrading to more powerful models improve agreement on our sample task. Considering that the baseline prompt and the task were on the simpler side, there is less optimization to squeeze out of tuning the 4.1 instructions. However, on more complex tasks, you can expect a much larger bump! Go ahead and try it on your prompt now!" ] }, { From 6b0242dd8581a67a1228b6441147bad6442cfeb9 Mon Sep 17 00:00:00 2001 From: Corwin Date: Mon, 14 Jul 2025 09:05:54 -0700 Subject: [PATCH 3/4] simplifying --- examples/Prompt_migration_guide.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/Prompt_migration_guide.ipynb b/examples/Prompt_migration_guide.ipynb index 1dd5bb824f..6aeeb65da1 100644 --- a/examples/Prompt_migration_guide.ipynb +++ b/examples/Prompt_migration_guide.ipynb @@ -740,7 +740,7 @@ "id": "43ae2ba5", "metadata": {}, "source": [ - "Viewed all together, we can see that prompt migration and upgrading to more powerful models improve agreement on our sample task. Considering that the baseline prompt and the task were on the simpler side, there is less optimization to squeeze out of tuning the 4.1 instructions. However, on more complex tasks, you can expect a much larger bump! Go ahead and try it on your prompt now!" + "Viewed all together, we can see that prompt migration and upgrading to more powerful models improve agreement on our sample task. Go ahead and try it on your prompt now!" ] }, { From 067c4af1f383e6c24bf9defe5ffbf788012bb499 Mon Sep 17 00:00:00 2001 From: Corwin Date: Mon, 14 Jul 2025 09:09:30 -0700 Subject: [PATCH 4/4] cleanup and add author --- authors.yaml | 7 ++++++- examples/Prompt_migration_guide.ipynb | 2 +- ...igrator_fig3.png => prompt_migrator_fig.png} | Bin images/prompt_migrator_fig1.png | Bin 26549 -> 0 bytes images/prompt_migrator_fig2.png | Bin 26954 -> 0 bytes registry.yaml | 3 ++- 6 files changed, 9 insertions(+), 3 deletions(-) rename images/{prompt_migrator_fig3.png => prompt_migrator_fig.png} (100%) delete mode 100644 images/prompt_migrator_fig1.png delete mode 100644 images/prompt_migrator_fig2.png diff --git a/authors.yaml b/authors.yaml index 0a576cd229..8f2c961875 100644 --- a/authors.yaml +++ b/authors.yaml @@ -380,4 +380,9 @@ alexl-oai: glojain: name: "Glory Jain" website: "https://www.linkedin.com/in/gloryjain/" - avatar: "https://media.licdn.com/dms/image/v2/C4E03AQH72n6Sm5q69Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1557995338725?e=1756339200&v=beta&t=FGTXiCZwTZvqHCY-wd8It15EDf11Rex1oLlBKRGHNtY" \ No newline at end of file + avatar: "https://media.licdn.com/dms/image/v2/C4E03AQH72n6Sm5q69Q/profile-displayphoto-shrink_400_400/profile-displayphoto-shrink_400_400/0/1557995338725?e=1756339200&v=beta&t=FGTXiCZwTZvqHCY-wd8It15EDf11Rex1oLlBKRGHNtY" + +corwin: + name: "Corwin Cheung" + website: "https://www.linkedin.com/in/corwincubes/" + avatar: "https://avatars.githubusercontent.com/u/85517581?v=4" diff --git a/examples/Prompt_migration_guide.ipynb b/examples/Prompt_migration_guide.ipynb index 6aeeb65da1..1d441d1909 100644 --- a/examples/Prompt_migration_guide.ipynb +++ b/examples/Prompt_migration_guide.ipynb @@ -724,7 +724,7 @@ "id": "7af0337b", "metadata": {}, "source": [ - "![Graph 3 for Model Agreement](../images/prompt_migrator_fig3.png)" + "![Graph 3 for Model Agreement](../images/prompt_migrator_fig.png)" ] }, { diff --git a/images/prompt_migrator_fig3.png b/images/prompt_migrator_fig.png similarity index 100% rename from images/prompt_migrator_fig3.png rename to images/prompt_migrator_fig.png diff --git a/images/prompt_migrator_fig1.png b/images/prompt_migrator_fig1.png deleted file mode 100644 index af6d9fef32b7e6a78a90881695bfd19e7aa40a6c..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 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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