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zH~CT0jG(mQ;pP1P5o-Ta_2>FSIVv3~I2BA&cpc8ZIei_C@FHl%3r!F+PY1yUZ6>DD znNW{KimfYobbR<@Nx5Si!HMr@X2w>p92|I^(u?eM4=pFKDqI}?P0o{aB zYvz)F{%j>-VX#?O9*%7gH!I78g4Iv4u?yVOSDz>tT};#r)&aG~Q$uraZ8+cic?XMV ze6z~8u43QIU~!}jrj<9WEg)KJyw}J74&{yZh?MHzyX~#{&F`a8dLD@G@nVUbHP+|80%E{a@VT0XFb3aNQQasrRq`=;|L< zmLQl~Ci7>L)t`NPx8F9Mzy9vslSp9_M?S#yKmX0d{}0dq4-d=w|Ld#g7*i0pZr!>k pYNt=={nM&h>!1I7E2(mYW%t8fr?nT_^Wpy1si~k(XP&h5`!5S>r!W8j From 3c16f4abd6e0f7a925c3918f16655d808ef5dc14 Mon Sep 17 00:00:00 2001 From: Tim Li Date: Sun, 21 Apr 2024 14:35:05 -0700 Subject: [PATCH 2/2] update and fixes --- blog/2024-04-19-arena-hard.md | 30 +++++++++--------- .../arena_hard/arena-hard-vs-mt_bench.png | Bin 381787 -> 412832 bytes 2 files changed, 15 insertions(+), 15 deletions(-) diff --git a/blog/2024-04-19-arena-hard.md b/blog/2024-04-19-arena-hard.md index ec8d3ac6..971dcf1c 100644 --- a/blog/2024-04-19-arena-hard.md +++ b/blog/2024-04-19-arena-hard.md @@ -95,7 +95,7 @@ li::before { -

Figure 1: Comparison between MT-bench and Arena Hard v0.1. The latter offers significantly better separability between models and tighter confidence intervals. Note: We do not include GPT-4-Turbo in the plot due to potential bias towards itself. Also, GPT-4-0314 has no variance in Arena-hard-v0.1 because it's used as the anchor model.

+

Figure 1: Comparison between MT-bench and Arena Hard v0.1. The latter offers significantly better separability between models and tighter confidence intervals. GPT-4-0314 has no variance in Arena-hard-v0.1 because it's used as the anchor model.

Links: - Evaluate your model on Arena-Hard-v0.1: [Link](https://github.com/lm-sys/arena-hard) @@ -162,39 +162,39 @@ You can find full statistics in the result section. 1,000 - Agreement to Chatbot Arena with 95% CI + Agreement to Chatbot Arena with 95% CI N/A - 22.6% + 22.6% 81.2% - 89.1% - - - Separability with 95% CI - 85.8% - 23.7% - 83.2% - 87.4% + 89.1% Spearman Correlation N/A 91.3% 90.8% - 94.1% + 94.1% + + + Separability with 95% CI + 85.8% + 23.7% + 83.2% + 87.4% Real-world Yes Mixed Mixed - Yes + Yes Freshness Live Static Static - Frequent Updates + Frequent Updates Eval cost per model @@ -213,7 +213,7 @@ You can find full statistics in the result section.
-*20 top models from Chatbot Arena that are also presented on Alpaca Eval +*Results based on 20 top models from Chatbot Arena that are also presented on Alpaca Eval gpt-4-turbo-2024-04-09, claude-3-opus-20240229, claude-3-sonnet-20240229, gpt-4-0314, gpt-4-0613, mistral-large-2402, qwen1.5-72b-chat, mistral-medium, claude-2.0, gpt-3.5-turbo-0613, claude-2.1, gemini-pro, mixtral-8x7b-instruct-v0.1, gpt-3.5-turbo-0314, yi-34b-chat, tulu-2-dpo-70b, dbrx-instruct-preview, vicuna-33b, starling-lm-7b-alpha, llama-2-70b-chat
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