eval-harness

metric

tau_coherence

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' coherence ratings across an article's 16 summaries (0 when the judge returned no coherence scores).

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

02on summeval_100

gold/summeval_100se_gemma_l_pubtext_n100_v1 · pair: 0.575se_gemma_l_n100_v1: 0.566se_gemma_l_pubtextcw_n100_v1 · pair: 0.562se_openai_l_n100_v1: 0.55se_qwen_m_n100_v1: 0.529se_anthropic_l_n100_v1: 0.521se_qwen37max_n100_v1: 0.509se_anthropic_m_n100_v1: 0.504se_openai_m_n100_v1: 0.49se_mistral_m_n100_v1: 0.489se_qwen_s_n100_v1: 0.484se_glm_l_n100_v1: 0.481se_glm_m_n100_v1: 0.48se_mistral_l_n100_v1: 0.47se_deepseek_m_n100_v1: 0.467se_anthropic_s_n100_v1: 0.466se_deepseek_l_n100_v1: 0.457se_gemma_m_n100_v1: 0.455se_glm_s_n100_v1: 0.447se_unievalpub_n100_v1: 0.442se_deepseek_s_n100_v1: 0.441se_llama_l_n100_v1: 0.433se_unieval_n100_v1: 0.424se_gemma_s_n100_v1: 0.386se_bartscore_n100_v1: 0.38se_mistral_s_n100_v1: 0.359se_llama_m_n100_v1: 0.354se_openai_s_n100_v1: 0.34se_llama_s_n100_v1: 0.313se_rougeL_n100_v1: 0.153se_rouge2_n100_v1: 0.138se_rouge1_n100_v1: 0.13se_coverage_n100_v1: 0.094se_random_n100_v1: 0.01se_length_n100_v1: -0.014-0.014better · 0.575

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_coherenceitemsscored against
se_gemma_l_pubtext_n100_v1 · pair0.575100gold/summeval_100 gold
se_gemma_l_n100_v10.566100gold/summeval_100 gold
se_gemma_l_pubtextcw_n100_v1 · pair0.562100gold/summeval_100 gold
se_openai_l_n100_v10.550100gold/summeval_100 gold
se_qwen_m_n100_v10.529100gold/summeval_100 gold
se_anthropic_l_n100_v10.521100gold/summeval_100 gold
se_qwen37max_n100_v10.509100gold/summeval_100 gold
se_anthropic_m_n100_v10.504100gold/summeval_100 gold
se_openai_m_n100_v10.490100gold/summeval_100 gold
se_mistral_m_n100_v10.489100gold/summeval_100 gold
se_qwen_s_n100_v10.484100gold/summeval_100 gold
se_glm_l_n100_v10.481100gold/summeval_100 gold
se_glm_m_n100_v10.480100gold/summeval_100 gold
se_mistral_l_n100_v10.470100gold/summeval_100 gold
se_deepseek_m_n100_v10.467100gold/summeval_100 gold
se_anthropic_s_n100_v10.466100gold/summeval_100 gold
se_deepseek_l_n100_v10.457100gold/summeval_100 gold
se_gemma_m_n100_v10.455100gold/summeval_100 gold
se_glm_s_n100_v10.447100gold/summeval_100 gold
se_unievalpub_n100_v10.442100gold/summeval_100 gold
se_deepseek_s_n100_v10.441100gold/summeval_100 gold
se_llama_l_n100_v10.433100gold/summeval_100 gold
se_unieval_n100_v10.424100gold/summeval_100 gold
se_gemma_s_n100_v10.386100gold/summeval_100 gold
se_bartscore_n100_v10.380100gold/summeval_100 gold
se_mistral_s_n100_v10.359100gold/summeval_100 gold
se_llama_m_n100_v10.354100gold/summeval_100 gold
se_openai_s_n100_v10.340100gold/summeval_100 gold
se_llama_s_n100_v10.313100gold/summeval_100 gold
se_rougeL_n100_v10.153100gold/summeval_100 gold
se_rouge2_n100_v10.138100gold/summeval_100 gold
se_rouge1_n100_v10.130100gold/summeval_100 gold
se_coverage_n100_v10.094100gold/summeval_100 gold
se_random_n100_v10.010100gold/summeval_100 gold
se_length_n100_v1-0.014100gold/summeval_100 gold