Datasets:
Download analysis/multiturn_arena_bootstrap.json from RoleCall/roleplay-bench: direct link, hf CLI and curl.
- Browser
- Download file 6.44 kB
-
https://huggingface.co/datasets/RoleCall/roleplay-bench/resolve/main/analysis/multiturn_arena_bootstrap.json
- Command line
-
hf download hf://datasets/RoleCall/roleplay-bench/analysis/multiturn_arena_bootstrap.json
-
curl -L -o multiturn_arena_bootstrap.json https://huggingface.co/datasets/RoleCall/roleplay-bench/resolve/main/analysis/multiturn_arena_bootstrap.json
6.44 kB
| { | |
| "method": "voter-clustered bootstrap of Bradley-Terry MLE", | |
| "n_iterations": 1000, | |
| "seed": 42, | |
| "prior_sigma": 300.0, | |
| "n_voters": 315, | |
| "n_votes": 1262, | |
| "median_bootstrap_ci_width_elo": 114.2, | |
| "median_mcmc_ci_width_elo": 227.5, | |
| "rho_vs_llm_judge_likert": { | |
| "n_models": 20, | |
| "point_estimate": 0.4998, | |
| "p_value": 0.0248, | |
| "bootstrap_mean": 0.4546, | |
| "bootstrap_ci_low_95": 0.2467, | |
| "bootstrap_ci_high_95": 0.6451, | |
| "fraction_bootstraps_above_zero": 1.0 | |
| }, | |
| "per_model": [ | |
| { | |
| "model": "claude_opus_4_6", | |
| "elo_mle": 1565.6, | |
| "boot_ci_low_95": 1505.2, | |
| "boot_ci_high_95": 1622.1, | |
| "boot_ci_width_95": 116.9, | |
| "elo_mcmc_mean": 1565.7, | |
| "mcmc_ci_low_95": 1429.9, | |
| "mcmc_ci_high_95": 1671.4, | |
| "mcmc_ci_width_95": 241.5 | |
| }, | |
| { | |
| "model": "claude_opus_4_7", | |
| "elo_mle": 1554.3, | |
| "boot_ci_low_95": 1488.9, | |
| "boot_ci_high_95": 1622.2, | |
| "boot_ci_width_95": 133.2, | |
| "elo_mcmc_mean": 1553.7, | |
| "mcmc_ci_low_95": 1419.3, | |
| "mcmc_ci_high_95": 1679.6, | |
| "mcmc_ci_width_95": 260.3 | |
| }, | |
| { | |
| "model": "claude_sonnet_4_5", | |
| "elo_mle": 1507.3, | |
| "boot_ci_low_95": 1456.9, | |
| "boot_ci_high_95": 1556.5, | |
| "boot_ci_width_95": 99.7, | |
| "elo_mcmc_mean": 1505.6, | |
| "mcmc_ci_low_95": 1391.6, | |
| "mcmc_ci_high_95": 1614.1, | |
| "mcmc_ci_width_95": 222.5 | |
| }, | |
| { | |
| "model": "deepseek_v3_2", | |
| "elo_mle": 1460.4, | |
| "boot_ci_low_95": 1406.4, | |
| "boot_ci_high_95": 1514.3, | |
| "boot_ci_width_95": 107.9, | |
| "elo_mcmc_mean": 1458.5, | |
| "mcmc_ci_low_95": 1340.6, | |
| "mcmc_ci_high_95": 1565.1, | |
| "mcmc_ci_width_95": 224.5 | |
| }, | |
| { | |
| "model": "deepseek_v4_flash", | |
| "elo_mle": 1492.1, | |
| "boot_ci_low_95": 1448.2, | |
| "boot_ci_high_95": 1545.1, | |
| "boot_ci_width_95": 96.9, | |
| "elo_mcmc_mean": 1490.7, | |
| "mcmc_ci_low_95": 1367.4, | |
| "mcmc_ci_high_95": 1604.9, | |
| "mcmc_ci_width_95": 237.5 | |
| }, | |
| { | |
| "model": "deepseek_v4_pro", | |
| "elo_mle": 1578.7, | |
| "boot_ci_low_95": 1523.3, | |
| "boot_ci_high_95": 1650.1, | |
| "boot_ci_width_95": 126.8, | |
| "elo_mcmc_mean": 1581.7, | |
| "mcmc_ci_low_95": 1461.9, | |
| "mcmc_ci_high_95": 1700.2, | |
| "mcmc_ci_width_95": 238.3 | |
| }, | |
| { | |
| "model": "gemini_2_5_flash", | |
| "elo_mle": 1412.2, | |
| "boot_ci_low_95": 1351.2, | |
| "boot_ci_high_95": 1465.8, | |
| "boot_ci_width_95": 114.6, | |
| "elo_mcmc_mean": 1410.8, | |
| "mcmc_ci_low_95": 1296.2, | |
| "mcmc_ci_high_95": 1522.2, | |
| "mcmc_ci_width_95": 226.0 | |
| }, | |
| { | |
| "model": "gemini_3_1_flash_lite", | |
| "elo_mle": 1559.5, | |
| "boot_ci_low_95": 1496.4, | |
| "boot_ci_high_95": 1626.1, | |
| "boot_ci_width_95": 129.8, | |
| "elo_mcmc_mean": 1557.1, | |
| "mcmc_ci_low_95": 1417.3, | |
| "mcmc_ci_high_95": 1682.5, | |
| "mcmc_ci_width_95": 265.2 | |
| }, | |
| { | |
| "model": "gemini_3_1_pro", | |
| "elo_mle": 1529.1, | |
| "boot_ci_low_95": 1470.3, | |
| "boot_ci_high_95": 1586.3, | |
| "boot_ci_width_95": 116.0, | |
| "elo_mcmc_mean": 1527.0, | |
| "mcmc_ci_low_95": 1415.4, | |
| "mcmc_ci_high_95": 1641.6, | |
| "mcmc_ci_width_95": 226.2 | |
| }, | |
| { | |
| "model": "gemma_4_26b", | |
| "elo_mle": 1506.4, | |
| "boot_ci_low_95": 1454.7, | |
| "boot_ci_high_95": 1564.2, | |
| "boot_ci_width_95": 109.5, | |
| "elo_mcmc_mean": 1504.5, | |
| "mcmc_ci_low_95": 1392.2, | |
| "mcmc_ci_high_95": 1594.9, | |
| "mcmc_ci_width_95": 202.7 | |
| }, | |
| { | |
| "model": "glm_4_7", | |
| "elo_mle": 1508.3, | |
| "boot_ci_low_95": 1451.7, | |
| "boot_ci_high_95": 1567.4, | |
| "boot_ci_width_95": 115.7, | |
| "elo_mcmc_mean": 1506.6, | |
| "mcmc_ci_low_95": 1399.8, | |
| "mcmc_ci_high_95": 1610.0, | |
| "mcmc_ci_width_95": 210.2 | |
| }, | |
| { | |
| "model": "glm_5_1", | |
| "elo_mle": 1445.2, | |
| "boot_ci_low_95": 1382.9, | |
| "boot_ci_high_95": 1506.4, | |
| "boot_ci_width_95": 123.5, | |
| "elo_mcmc_mean": 1440.6, | |
| "mcmc_ci_low_95": 1318.1, | |
| "mcmc_ci_high_95": 1562.1, | |
| "mcmc_ci_width_95": 244.0 | |
| }, | |
| { | |
| "model": "gpt_4_1", | |
| "elo_mle": 1555.3, | |
| "boot_ci_low_95": 1503.9, | |
| "boot_ci_high_95": 1614.8, | |
| "boot_ci_width_95": 110.9, | |
| "elo_mcmc_mean": 1556.5, | |
| "mcmc_ci_low_95": 1441.0, | |
| "mcmc_ci_high_95": 1670.7, | |
| "mcmc_ci_width_95": 229.7 | |
| }, | |
| { | |
| "model": "grok_4_1", | |
| "elo_mle": 1421.3, | |
| "boot_ci_low_95": 1361.3, | |
| "boot_ci_high_95": 1475.2, | |
| "boot_ci_width_95": 113.8, | |
| "elo_mcmc_mean": 1419.8, | |
| "mcmc_ci_low_95": 1293.4, | |
| "mcmc_ci_high_95": 1522.2, | |
| "mcmc_ci_width_95": 228.8 | |
| }, | |
| { | |
| "model": "kimi_k2_5", | |
| "elo_mle": 1510.4, | |
| "boot_ci_low_95": 1455.4, | |
| "boot_ci_high_95": 1565.2, | |
| "boot_ci_width_95": 109.8, | |
| "elo_mcmc_mean": 1510.8, | |
| "mcmc_ci_low_95": 1388.1, | |
| "mcmc_ci_high_95": 1622.3, | |
| "mcmc_ci_width_95": 234.2 | |
| }, | |
| { | |
| "model": "kimi_k2_6", | |
| "elo_mle": 1516.8, | |
| "boot_ci_low_95": 1461.2, | |
| "boot_ci_high_95": 1581.8, | |
| "boot_ci_width_95": 120.6, | |
| "elo_mcmc_mean": 1517.7, | |
| "mcmc_ci_low_95": 1408.2, | |
| "mcmc_ci_high_95": 1626.3, | |
| "mcmc_ci_width_95": 218.1 | |
| }, | |
| { | |
| "model": "llama_4_maverick", | |
| "elo_mle": 1454.5, | |
| "boot_ci_low_95": 1401.4, | |
| "boot_ci_high_95": 1504.0, | |
| "boot_ci_width_95": 102.6, | |
| "elo_mcmc_mean": 1452.2, | |
| "mcmc_ci_low_95": 1333.4, | |
| "mcmc_ci_high_95": 1555.9, | |
| "mcmc_ci_width_95": 222.5 | |
| }, | |
| { | |
| "model": "minimax_m2_7", | |
| "elo_mle": 1482.8, | |
| "boot_ci_low_95": 1431.4, | |
| "boot_ci_high_95": 1530.5, | |
| "boot_ci_width_95": 99.1, | |
| "elo_mcmc_mean": 1481.0, | |
| "mcmc_ci_low_95": 1363.1, | |
| "mcmc_ci_high_95": 1580.9, | |
| "mcmc_ci_width_95": 217.8 | |
| }, | |
| { | |
| "model": "mistral_small_creative", | |
| "elo_mle": 1528.8, | |
| "boot_ci_low_95": 1471.1, | |
| "boot_ci_high_95": 1587.0, | |
| "boot_ci_width_95": 115.9, | |
| "elo_mcmc_mean": 1527.9, | |
| "mcmc_ci_low_95": 1416.2, | |
| "mcmc_ci_high_95": 1632.1, | |
| "mcmc_ci_width_95": 215.9 | |
| }, | |
| { | |
| "model": "qwen3_5_flash", | |
| "elo_mle": 1410.9, | |
| "boot_ci_low_95": 1357.6, | |
| "boot_ci_high_95": 1463.5, | |
| "boot_ci_width_95": 106.0, | |
| "elo_mcmc_mean": 1405.5, | |
| "mcmc_ci_low_95": 1278.4, | |
| "mcmc_ci_high_95": 1511.2, | |
| "mcmc_ci_width_95": 232.8 | |
| } | |
| ] | |
| } |