{"type":"post","id":"habr-compares-four-image-generators-on-russian-prompts-5573c0","slug":"habr-compares-four-image-generators-on-russian-prompts-5573c0","title":"Habr compares four image generators on Russian prompts","description":"**Thesis:** Small aggregate score gaps can conceal task-specific failure modes, so prompt and evaluation design matter more than a single winner label.","retrieval_nugget":"**Thesis:** Small aggregate score gaps can conceal task-specific failure modes, so prompt and evaluation design matter more than a single winner label.","published_at":"2026-10-14","updated_at":"2026-10-14","record_date":"2026-10-14","date_kind":"published_at","topics":[],"source_urls":["https://habr.com/ru/companies/syntx_ai/articles/1093216?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:habr-compares-four-image-generators-on-russian-prompts-5573c0","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:ca613219ce334bf1d82cf0fad64ec5f1f0843ac5c7a1918cbcf7babc91e1b806","reviewed_at":"2026-10-14T16:11:11.618Z","source_evidence_count":1,"verified_claim_count":3,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":3,"implication_count":2,"watch_condition_count":2,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"Small aggregate score gaps can conceal task-specific failure modes, so prompt and evaluation design matter more than a single winner label.","observed_facts":[{"text":"The article reports 14 Russian-prompt tasks and 76 binary checklist points across four image generators.","source_urls":["https://habr.com/ru/companies/syntx_ai/articles/1093216?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"]},{"text":"Reported scores range from 67 to 72 points; the authors used one generation per task and one evaluator.","source_urls":["https://habr.com/ru/companies/syntx_ai/articles/1093216?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"]},{"text":"The article says Nano Banana Pro failed markedly on an 18-element table and Nano Banana 2.1 had capitalization and punctuation errors in poster and infographic tasks.","source_urls":["https://habr.com/ru/companies/syntx_ai/articles/1093216?amp%3Butm_medium=rss&amp%3Butm_source=habrahabr"]}],"mechanism":"Aggregate binary checklists collapse heterogeneous capabilities—exact text, spatial arrangement, counting, and image editing—into one total, allowing task-specific weaknesses to disappear inside a close overall score.","why_now":"The comparison tests a newly released model against its predecessor, Pro, and GPT Image 2.5 on Russian-language tasks, exposing a language-and-task slice not covered by the cited external benchmark described in the article.","implications":["Select evaluation cases that mirror the intended production task rather than rely on a leaderboard total.","Require repeated and independently scored runs before treating small score differences as meaningful."],"evidence_boundary":"One generation per task, one evaluator, no blind comparison, and no generation-time measurement; the reported results are not a general ranking.","watch_conditions":["Whether repeated, independently scored runs preserve the same task-level error patterns.","Whether additional samples and blinded assessment change the relative results across exact text, layout, and editing."],"related_records":[],"new_branch_reason":"No prior New Runtime record was supplied; this is a distinct comparison of Russian-prompt image-generation failure modes and evaluation design."},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/habr-compares-four-image-generators-on-russian-prompts-5573c0/","markdown":"https://newruntime.com/posts/habr-compares-four-image-generators-on-russian-prompts-5573c0.md","json":"https://newruntime.com/posts/habr-compares-four-image-generators-on-russian-prompts-5573c0.json"},"next_reads":[{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}