eval-harness

metric

parsed

better
higher
kind
quality: measured against a reference or by a judge (descriptive on summeval_100)
decides
no goal
weighed by
no goal
recorded on
ag_news_200, dbpedia_280, few_nerd_280, scifact_200, summeval_100

01what it measures, and how

Whether the reply could be read as an answer in the task's format: 1 or 0 per item, so its mean is the share readable (for the SummEval judges, the share of the four dimensions that came back readable). An unreadable reply scores 0 on the quality metrics, never skipped.

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

02on ag_news_200

gold/ag_news_200ag_anthropic_l_n200_v1: 1ag_anthropic_m_n200_v1: 1ag_anthropic_s_n200_v1: 1ag_bart_mnli_n200_v1: 1ag_bert_base_fy_n200_v1: 1ag_bert_base_ta_n200_v1: 1ag_bert_mini_n200_v1: 1ag_constant_n200_v1: 1ag_deepseek_l_n200_v1: 1ag_deepseek_m_n200_v1: 1ag_deepseek_s_n200_v1: 1ag_gemma_l_n200_v1: 1ag_gemma_m_n200_v1: 1ag_gemma_s_n200_v1: 1ag_glm_l_n200_v1: 1ag_glm_m_n200_v1: 1ag_glm_s_n200_v1: 1ag_keyword_n200_v1: 1ag_llama_l_n200_v1: 1ag_llama_m_n200_v1: 1ag_llama_s_n200_v1: 1ag_mistral_l_n200_v1: 1ag_mistral_m_n200_v1: 1ag_mistral_s_n200_v1: 1ag_openai_l_n200_v1: 1ag_openai_m_n200_v1: 1ag_openai_s_n200_v1: 1ag_qwen_l_n200_v1: 1ag_qwen_m_n200_v1: 1ag_qwen_s_n200_v1: 1ag_bert_base_fy_n200_v1 · linux: 1ag_bert_base_ta_n200_v1 · linux: 1ag_bert_mini_n200_v1 · linux: 1gold/ag_news_200_adj1ag_anthropic_l_n200_v1 · adjudicated: 1ag_anthropic_m_n200_v1 · adjudicated: 1ag_anthropic_s_n200_v1 · adjudicated: 1ag_bart_mnli_n200_v1 · adjudicated: 1ag_bert_base_fy_n200_v1 · adjudicated: 1ag_bert_base_ta_n200_v1 · adjudicated: 1ag_bert_mini_n200_v1 · adjudicated: 1ag_constant_n200_v1 · adjudicated: 1ag_deepseek_l_n200_v1 · adjudicated: 1ag_deepseek_m_n200_v1 · adjudicated: 1ag_deepseek_s_n200_v1 · adjudicated: 1ag_gemma_l_n200_v1 · adjudicated: 1ag_gemma_m_n200_v1 · adjudicated: 1ag_gemma_s_n200_v1 · adjudicated: 1ag_glm_l_n200_v1 · adjudicated: 1ag_glm_m_n200_v1 · adjudicated: 1ag_glm_s_n200_v1 · adjudicated: 1ag_keyword_n200_v1 · adjudicated: 1ag_llama_l_n200_v1 · adjudicated: 1ag_llama_m_n200_v1 · adjudicated: 1ag_llama_s_n200_v1 · adjudicated: 1ag_mistral_l_n200_v1 · adjudicated: 1ag_mistral_m_n200_v1 · adjudicated: 1ag_mistral_s_n200_v1 · adjudicated: 1ag_openai_l_n200_v1 · adjudicated: 1ag_openai_m_n200_v1 · adjudicated: 1ag_openai_s_n200_v1 · adjudicated: 1ag_qwen_l_n200_v1 · adjudicated: 1ag_qwen_m_n200_v1 · adjudicated: 1ag_qwen_s_n200_v1 · adjudicated: 10.5better · 1.5

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 parseditemsscored against
ag_anthropic_l_n200_v11.000200gold/ag_news_200 gold
ag_anthropic_m_n200_v11.000200gold/ag_news_200 gold
ag_anthropic_s_n200_v11.000200gold/ag_news_200 gold
ag_bart_mnli_n200_v11.000200gold/ag_news_200 gold
ag_bert_base_fy_n200_v11.000200gold/ag_news_200 gold
ag_bert_base_ta_n200_v11.000200gold/ag_news_200 gold
ag_bert_mini_n200_v11.000200gold/ag_news_200 gold
ag_constant_n200_v11.000200gold/ag_news_200 gold
ag_deepseek_l_n200_v11.000200gold/ag_news_200 gold
ag_deepseek_m_n200_v11.000200gold/ag_news_200 gold
ag_deepseek_s_n200_v11.000200gold/ag_news_200 gold
ag_gemma_l_n200_v11.000200gold/ag_news_200 gold
ag_gemma_m_n200_v11.000200gold/ag_news_200 gold
ag_gemma_s_n200_v11.000200gold/ag_news_200 gold
ag_glm_l_n200_v11.000200gold/ag_news_200 gold
ag_glm_m_n200_v11.000200gold/ag_news_200 gold
ag_glm_s_n200_v11.000200gold/ag_news_200 gold
ag_keyword_n200_v11.000200gold/ag_news_200 gold
ag_llama_l_n200_v11.000200gold/ag_news_200 gold
ag_llama_m_n200_v11.000200gold/ag_news_200 gold
ag_llama_s_n200_v11.000200gold/ag_news_200 gold
ag_mistral_l_n200_v11.000200gold/ag_news_200 gold
ag_mistral_m_n200_v11.000200gold/ag_news_200 gold
ag_mistral_s_n200_v11.000200gold/ag_news_200 gold
ag_openai_l_n200_v11.000200gold/ag_news_200 gold
ag_openai_m_n200_v11.000200gold/ag_news_200 gold
ag_openai_s_n200_v11.000200gold/ag_news_200 gold
ag_qwen_l_n200_v11.000200gold/ag_news_200 gold
ag_qwen_m_n200_v11.000200gold/ag_news_200 gold
ag_qwen_s_n200_v11.000200gold/ag_news_200 gold
ag_bert_base_fy_n200_v1 · linux1.000200gold/ag_news_200 gold
ag_bert_base_ta_n200_v1 · linux1.000200gold/ag_news_200 gold
ag_bert_mini_n200_v1 · linux1.000200gold/ag_news_200 gold
ag_anthropic_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_anthropic_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_anthropic_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_bart_mnli_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_bert_base_fy_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_bert_base_ta_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_bert_mini_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_constant_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_deepseek_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_deepseek_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_deepseek_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_gemma_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_gemma_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_gemma_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_glm_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_glm_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_glm_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_keyword_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_llama_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_llama_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_llama_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_mistral_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_mistral_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_mistral_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_openai_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_openai_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_openai_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_qwen_l_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_qwen_m_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold
ag_qwen_s_n200_v1 · adjudicated1.000200gold/ag_news_200_adj1 gold

03on dbpedia_280

gold/dbpedia_280db_anthropic_l_n200_v1: 1db_anthropic_m_n200_v1: 1db_anthropic_s_n200_v1: 1db_bart_mnli_n200_v1: 1db_bert_base_fy_n200_v1: 1db_constant_n200_v1: 1db_deepseek_l_n200_v1: 1db_gemma_l_n200_v1: 1db_gemma_m_n200_v1: 1db_gemma_s_n200_v1: 1db_glm_l_n200_v1: 1db_glm_m_n200_v1: 1db_keyword_n200_v1: 1db_llama_l_n200_v1: 1db_llama_m_n200_v1: 1db_llama_s_n200_v1: 1db_mistral_l_n200_v1: 1db_mistral_m_n200_v1: 1db_mistral_s_n200_v1: 1db_openai_l_n200_v1: 1db_openai_m_n200_v1: 1db_openai_s_n200_v1: 1db_qwen_l_n200_v1: 1db_qwen_m_n200_v1: 1db_qwen_s_n200_v1: 1db_bert_base_fy_n200_v1 · linux: 1db_deepseek_m_n200_v1: 0.996db_deepseek_s_n200_v1: 0.996db_glm_s_n200_v1: 0.9960.996better · 1

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

04on few_nerd_280

gold/few_nerd_280fn_anthropic_l_n200_v1: 1fn_anthropic_m_n200_v1: 1fn_anthropic_s_n200_v1: 1fn_capitalized_n200_v1: 1fn_deepseek_l_n200_v1: 1fn_deepseek_m_n200_v1: 1fn_deepseek_s_n200_v1: 1fn_gemma_l_n200_v1: 1fn_gemma_m_n200_v1: 1fn_gemma_s_n200_v1: 1fn_gliner_n200_v1: 1fn_glm_m_n200_v1: 1fn_glm_s_n200_v1: 1fn_mistral_m_n200_v1: 1fn_mistral_s_n200_v1: 1fn_nothing_n200_v1: 1fn_openai_l_n200_v1: 1fn_openai_m_n200_v1: 1fn_openai_s_n200_v1: 1fn_qwen_l_n200_v1: 1fn_qwen_m_n200_v1: 1fn_qwen_s_n200_v1: 1fn_span_marker_n200_v1: 1fn_llama_l_n200_v1: 0.996fn_mistral_l_n200_v1: 0.996fn_llama_s_n200_v1: 0.993fn_llama_m_n200_v1: 0.954fn_glm_l_n200_v1: 0.8890.889better · 1

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

05on scifact_200

gold/scifact_200sf_bge_small_n200_v1: 1sf_bm25_n200_v1: 1sf_deepseek_m_n200_v1: 1sf_deepseek_s_n200_v1: 1sf_e5_base_n200_v1: 1sf_first_k_n200_v1: 1sf_gemma_l_n200_v1: 1sf_gemma_m_n200_v1: 1sf_gemma_s_n200_v1: 1sf_glm_m_n200_v1: 1sf_glm_s_n200_v1: 1sf_llama_l_n200_v1: 1sf_llama_m_n200_v1: 1sf_llama_s_n200_v1: 1sf_minilm_n200_v1: 1sf_mistral_s_n200_v1: 1sf_mpnet_n200_v1: 1sf_qwen_s_n200_v1: 1sf_random_n200_v1: 1sf_glm_s_bm25first_n200_v1 · pair: 1sf_glm_s_e5first_n200_v1 · pair: 1sf_qwen_s_bm25first_n200_v1 · pair: 1sf_qwen_s_e5first_n200_v1 · pair: 1sf_llama_l_n200_v1 · repeats: 1sf_llama_s_n200_v1 · repeats: 1sf_qwen_s_n200_v1 · repeats: 10.5better · 1.5

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

06on summeval_100

gold/summeval_100se_anthropic_l_n100_v1: 1se_anthropic_m_n100_v1: 1se_anthropic_s_n100_v1: 1se_bartscore_n100_v1: 1se_coverage_n100_v1: 1se_deepseek_l_n100_v1: 1se_deepseek_m_n100_v1: 1se_deepseek_s_n100_v1: 1se_gemma_l_n100_pairwise_v1: 1se_gemma_l_n100_pick_v1: 1se_gemma_l_n100_v1: 1se_gemma_s_n100_v1: 1se_glm_l_n100_v1: 1se_glm_m_n100_v1: 1se_glm_s_n100_v1: 1se_length_n100_v1: 1se_llama_l_n100_v1: 1se_llama_m_n100_v1: 1se_llama_s_n100_v1: 1se_mistral_l_n100_v1: 1se_mistral_m_n100_v1: 1se_mistral_s_n100_v1: 1se_openai_l_n100_v1: 1se_openai_m_n100_v1: 1se_openai_s_n100_v1: 1se_qwen37max_n100_v1: 1se_qwen_m_n100_v1: 1se_qwen_s_n100_pick_v1: 1se_random_n100_pairwise_v1: 1se_random_n100_pick_v1: 1se_random_n100_v1: 1se_rouge1_n100_v1: 1se_rouge2_n100_v1: 1se_rougeL_n100_v1: 1se_unieval_n100_v1: 1se_unievalpub_n100_v1: 1se_gemma_l_pubtext_n100_v1 · pair: 1se_gemma_l_pubtextcw_n100_v1 · pair: 1se_qwen_s_n100_pairwise_v1: 0.999se_gemma_m_n100_v1: 0.995se_qwen_s_n100_v1: 0.990.99better · 1

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 parseditemsscored against
se_anthropic_l_n100_v11.000100gold/summeval_100 gold
se_anthropic_m_n100_v11.000100gold/summeval_100 gold
se_anthropic_s_n100_v11.000100gold/summeval_100 gold
se_bartscore_n100_v11.000100gold/summeval_100 gold
se_coverage_n100_v11.000100gold/summeval_100 gold
se_deepseek_l_n100_v11.000100gold/summeval_100 gold
se_deepseek_m_n100_v11.000100gold/summeval_100 gold
se_deepseek_s_n100_v11.000100gold/summeval_100 gold
se_gemma_l_n100_pairwise_v11.000100gold/summeval_100 gold
se_gemma_l_n100_pick_v11.000100gold/summeval_100 gold
se_gemma_l_n100_v11.000100gold/summeval_100 gold
se_gemma_s_n100_v11.000100gold/summeval_100 gold
se_glm_l_n100_v11.000100gold/summeval_100 gold
se_glm_m_n100_v11.000100gold/summeval_100 gold
se_glm_s_n100_v11.000100gold/summeval_100 gold
se_length_n100_v11.000100gold/summeval_100 gold
se_llama_l_n100_v11.000100gold/summeval_100 gold
se_llama_m_n100_v11.000100gold/summeval_100 gold
se_llama_s_n100_v11.000100gold/summeval_100 gold
se_mistral_l_n100_v11.000100gold/summeval_100 gold
se_mistral_m_n100_v11.000100gold/summeval_100 gold
se_mistral_s_n100_v11.000100gold/summeval_100 gold
se_openai_l_n100_v11.000100gold/summeval_100 gold
se_openai_m_n100_v11.000100gold/summeval_100 gold
se_openai_s_n100_v11.000100gold/summeval_100 gold
se_qwen37max_n100_v11.000100gold/summeval_100 gold
se_qwen_m_n100_v11.000100gold/summeval_100 gold
se_qwen_s_n100_pick_v11.000100gold/summeval_100 gold
se_random_n100_pairwise_v11.000100gold/summeval_100 gold
se_random_n100_pick_v11.000100gold/summeval_100 gold
se_random_n100_v11.000100gold/summeval_100 gold
se_rouge1_n100_v11.000100gold/summeval_100 gold
se_rouge2_n100_v11.000100gold/summeval_100 gold
se_rougeL_n100_v11.000100gold/summeval_100 gold
se_unieval_n100_v11.000100gold/summeval_100 gold
se_unievalpub_n100_v11.000100gold/summeval_100 gold
se_gemma_l_pubtext_n100_v1 · pair1.000100gold/summeval_100 gold
se_gemma_l_pubtextcw_n100_v1 · pair1.000100gold/summeval_100 gold
se_qwen_s_n100_pairwise_v10.999100gold/summeval_100 gold
se_gemma_m_n100_v10.995100gold/summeval_100 gold
se_qwen_s_n100_v10.990100gold/summeval_100 gold