eval-harness

metric

tau_relevance

better
higher
kind
quality: measured against a reference or by a judge
decides
no goal
weighed by
no goal
recorded on
summeval_100

01what it measures, and how

Kendall's tau-b with the experts' relevance ratings across an article's 16 summaries (0 when the judge returned no relevance scores).

A project explains its own metric at length with METRIC_DESCRIPTIONS = {"tau_relevance": {"summary": "…", "details": "…"}}.

02on summeval_100

gold/summeval_100se_openai_l_n100_v1: 0.51se_gemma_l_pubtext_n100_v1 · pair: 0.504se_gemma_l_n100_v1: 0.497se_openai_m_n100_v1: 0.494se_qwen37max_n100_v1: 0.489se_gemma_l_pubtextcw_n100_v1 · pair: 0.487se_qwen_s_n100_v1: 0.473se_anthropic_l_n100_v1: 0.465se_qwen_m_n100_v1: 0.458se_deepseek_l_n100_v1: 0.456se_deepseek_m_n100_v1: 0.449se_gemma_m_n100_v1: 0.448se_glm_m_n100_v1: 0.447se_mistral_m_n100_v1: 0.447se_deepseek_s_n100_v1: 0.441se_glm_l_n100_v1: 0.437se_glm_s_n100_v1: 0.436se_mistral_l_n100_v1: 0.434se_anthropic_m_n100_v1: 0.43se_anthropic_s_n100_v1: 0.428se_llama_l_n100_v1: 0.42se_mistral_s_n100_v1: 0.39se_gemma_s_n100_v1: 0.382se_llama_m_n100_v1: 0.378se_openai_s_n100_v1: 0.369se_llama_s_n100_v1: 0.34se_unievalpub_n100_v1: 0.324se_unieval_n100_v1: 0.321se_rouge1_n100_v1: 0.253se_bartscore_n100_v1: 0.246se_rouge2_n100_v1: 0.22se_coverage_n100_v1: 0.214se_rougeL_n100_v1: 0.21se_length_n100_v1: 0.1se_random_n100_v1: 0.00740.0074better · 0.51

scored against silverscored by a judgewrote the reference it is scored againstscored against a label set, not a reference setunmarked rows are scored against gold

armmean tau_relevanceitemsscored against
se_openai_l_n100_v10.510100gold/summeval_100 gold
se_gemma_l_pubtext_n100_v1 · pair0.504100gold/summeval_100 gold
se_gemma_l_n100_v10.497100gold/summeval_100 gold
se_openai_m_n100_v10.494100gold/summeval_100 gold
se_qwen37max_n100_v10.489100gold/summeval_100 gold
se_gemma_l_pubtextcw_n100_v1 · pair0.487100gold/summeval_100 gold
se_qwen_s_n100_v10.473100gold/summeval_100 gold
se_anthropic_l_n100_v10.465100gold/summeval_100 gold
se_qwen_m_n100_v10.458100gold/summeval_100 gold
se_deepseek_l_n100_v10.456100gold/summeval_100 gold
se_deepseek_m_n100_v10.449100gold/summeval_100 gold
se_gemma_m_n100_v10.448100gold/summeval_100 gold
se_glm_m_n100_v10.447100gold/summeval_100 gold
se_mistral_m_n100_v10.447100gold/summeval_100 gold
se_deepseek_s_n100_v10.441100gold/summeval_100 gold
se_glm_l_n100_v10.437100gold/summeval_100 gold
se_glm_s_n100_v10.436100gold/summeval_100 gold
se_mistral_l_n100_v10.434100gold/summeval_100 gold
se_anthropic_m_n100_v10.430100gold/summeval_100 gold
se_anthropic_s_n100_v10.428100gold/summeval_100 gold
se_llama_l_n100_v10.420100gold/summeval_100 gold
se_mistral_s_n100_v10.390100gold/summeval_100 gold
se_gemma_s_n100_v10.382100gold/summeval_100 gold
se_llama_m_n100_v10.378100gold/summeval_100 gold
se_openai_s_n100_v10.369100gold/summeval_100 gold
se_llama_s_n100_v10.340100gold/summeval_100 gold
se_unievalpub_n100_v10.324100gold/summeval_100 gold
se_unieval_n100_v10.321100gold/summeval_100 gold
se_rouge1_n100_v10.253100gold/summeval_100 gold
se_bartscore_n100_v10.246100gold/summeval_100 gold
se_rouge2_n100_v10.220100gold/summeval_100 gold
se_coverage_n100_v10.214100gold/summeval_100 gold
se_rougeL_n100_v10.210100gold/summeval_100 gold
se_length_n100_v10.100100gold/summeval_100 gold
se_random_n100_v10.007100gold/summeval_100 gold