roleplay-bench / analysis /round4_overview.json
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{
"title": "Round 4 overview",
"read_this_first": "Three columns side by side. Nothing is summed and there is no position: rows inside a tier are alphabetical.",
"columns": {
"judge_tier": {
"label": "Judge tier (Sonnet 5)",
"definition": "Fixed letters on one judge's 1-5 `overall` mean (Sonnet 5, session_judge_v2.jsonl): A 3.8 and above, B 3.2-3.8, C 2.6-3.2, D 2.0-2.6, E below 2.0. Edges 5.0 - 0.6k, lower edge inclusive; A is open at the top and E at the floor. The letters are frozen and never re-lettered.",
"caveats": [
"Two judge families. Sonnet 5 sets the letter; ChatGPT via Codex (subscription, blind) scored the same 1,328 sessions. Per model the two agree at Pearson r +0.87, and ChatGPT scores 0.94 lower on average (its scale offset). With the offset removed, 50 of 69 tiered models keep their letter and 19 change (`tier_depends_on_judge`). Neither judge is shown to be the right one (ROUND4_DESIGN 24; intervals in round4_second_judge.json).",
"Not the 'craft band' on the profile cards, which is the flaw hunter.",
"The interval covers which seeds were drawn, not judge disagreement."
]
},
"J": {
"label": "J (round 4 judgment)",
"definition": "Copied from round4_willingness_leaderboard.json, printed to 2 decimals. Treat models within ~0.3 as tied.",
"source": "round4_willingness_leaderboard.json"
},
"watch_out": {
"label": "Watch out",
"definition": "Counts, never a score. Scene-level items always show; turn-level items show at 2% of turns or more, and every count is in `counts`."
}
},
"definitions": {
"blank_scene": "every model turn in the session has no visible text; the judge's score (1.0) stays in the mean",
"partial_scene": "answered turns (at least 50 characters) under 70% of the seed's modal count (ROUND4_DESIGN 13a); kept as scored",
"stub_replies": "a turn with fewer than 50 visible characters, including empty ones, outside blank scenes; denominator is every turn outside blank scenes",
"writes_your_character": "production_defects.json selfplay rule: the reply writes a turn under the user character's speaker label; denominator is answered turns",
"leaks": "production_defects.json leak rule: harness prompt, chat-template token or reasoning tag inside the reply",
"loops": "production_defects.json loop rule: at least 35% of a turn's 8-grams repeat an earlier 8-gram in the same turn",
"defects_source": "leak, writes-your-character and loop counts are recounted here with analyze_production_defects.py's own functions; for a model in production_defects.json the recount must equal the file, and a model the file skips (under 50 answered turns) is counted here",
"silent_refusal": "round 4 Track A: at least 20% of replies empty and the empty rate at least 25 points higher on the most explicit rung than the mildest (analyze_round4_willingness.py rule); J cannot see it. The counts are recounted from the round 4 runs and must reproduce the published rate and slope",
"plays_itself": "the model is also the user simulator for this corpus (config user_sim_model), so on its own row it talks to itself"
},
"bands": {
"top": 5.0,
"width": 0.6,
"edges": [
3.8,
3.2,
2.6,
2.0
],
"letters": {
"A": "3.8 and above",
"B": "3.2-3.8",
"C": "2.6-3.2",
"D": "2.0-2.6",
"E": "below 2.0"
},
"ranges": [
{
"tier": "A",
"lower": 3.8,
"upper": null,
"label": "3.8 and above"
},
{
"tier": "B",
"lower": 3.2,
"upper": 3.8,
"label": "3.2-3.8"
},
{
"tier": "C",
"lower": 2.6,
"upper": 3.2,
"label": "2.6-3.2"
},
{
"tier": "D",
"lower": 2.0,
"upper": 2.6,
"label": "2.0-2.6"
},
{
"tier": "E",
"lower": null,
"upper": 2.0,
"label": "below 2.0"
}
],
"sizes": {
"A": 37,
"B": 22,
"C": 3,
"D": 7,
"E": 0
},
"empty": [
"E"
],
"tiers": 4,
"rule": "fixed letters: A 3.8 and above, B 3.2-3.8, C 2.6-3.2, D 2.0-2.6, E below 2.0; edges 5.0 - 0.6k, lower edge inclusive; A is open at the top (a model above 4.4 stays A) and E at the floor; frozen, never re-lettered",
"edge_marked": 31,
"edge_models": [
"claude_opus_5_5",
"deepseek_r1_0528",
"deepseek_v3_0324",
"euryale_70b",
"gemini_2_5_flash",
"gemini_3_1_flash_lite",
"gemini_3_1_pro",
"gemini_3_8_flash",
"gemma_4_31b",
"glm_4_7",
"gpt_4_1",
"gpt_5_5",
"gpt_6_luna",
"gpt_6_luna_pro",
"grok_4_3",
"grok_4_7",
"kimi_k2_5",
"kimi_k2_6",
"lunaris_8b",
"magnum_v4_72b",
"minimax_m2_7",
"mistral_small_creative",
"muse_spark_1_3",
"qwen3_5_flash",
"qwen3_6_27b",
"qwen3_6_35b_a3b",
"qwen3_7_max",
"qwen3_8_max",
"qwen3_8_max_prime",
"unslopnemo_12b",
"venice_dolphin_24b"
],
"edge_clear": 38,
"edge_rule": "JSON only, never rendered: the 95% seed-bootstrap interval of the mean, at 4 decimals, crosses a letter edge or ends on one (touching counts)",
"edge_marked_without_shared_seed_shift": 24,
"interval_spans_three_tiers": [],
"tier_count_check": {
"tiers": 4,
"allowed": "3-7",
"within": true,
"note": "The letters are fixed, so this only reports; five letters exist and a roster fills some of them."
},
"note": "The letters are fixed: adding a model, dropping a session or a new bootstrap moves a model only by moving its own mean, and a model above 4.4 stays A."
},
"rows": [
{
"model": "aion_3_5",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": -0.311,
"display": "-0.31",
"status": "ranked",
"quadrant": "PERMISSIVE",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.905,
"mean_plain": 2.905,
"tier": "C",
"sonnet_mean": 4.38,
"difference": -0.532,
"flag": true,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_fable_5_1",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.85,
"display": "+0.85",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [
"adv_time_pressure_05"
],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 1,
"stub_turns": 0,
"answered_turns": 208,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "blank_scene",
"count": 1,
"of": 20,
"text": "whole blank scene: 1 of 20 (adv_time_pressure_05), scored as judged and kept"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.18,
"mean_plain": 3.18,
"tier": "C",
"sonnet_mean": 4.265,
"difference": -0.142,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_opus_4_6",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.675,
"display": "+0.68",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.89,
"mean_plain": 2.89,
"tier": "C",
"sonnet_mean": 4.305,
"difference": -0.472,
"flag": true,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_opus_4_7",
"n_seeds": 12,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.674,
"display": "+0.67",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 12,
"turns": 132,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 132,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 12,
"mean": 3.0647,
"mean_plain": 3.1167,
"tier": "C",
"sonnet_mean": 4.2938,
"difference": -0.286,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_opus_4_8",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.487,
"display": "+0.49",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.275,
"mean_plain": 3.275,
"tier": "B",
"sonnet_mean": 4.265,
"difference": -0.047,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_opus_5",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.528,
"display": "+0.53",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [
"adv_time_pressure_05"
],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 209,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "blank_scene",
"count": 1,
"of": 20,
"text": "whole blank scene: 1 of 20 (adv_time_pressure_05), scored as judged and kept"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.14,
"mean_plain": 3.14,
"tier": "C",
"sonnet_mean": 4.35,
"difference": -0.267,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_opus_5_5",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": true
},
"J": {
"value": 0.604,
"display": "+0.60",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [
"adv_time_pressure_05"
],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 209,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "blank_scene",
"count": 1,
"of": 20,
"text": "whole blank scene: 1 of 20 (adv_time_pressure_05), scored as judged and kept"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.38,
"mean_plain": 3.38,
"tier": "B",
"sonnet_mean": 4.15,
"difference": 0.173,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_sonnet_4_5",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": null,
"display": "not in round 4",
"status": "not in round 4",
"quadrant": null,
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.89,
"mean_plain": 2.89,
"tier": "C",
"sonnet_mean": 4.07,
"difference": -0.237,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_sonnet_4_6",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.111,
"display": "+0.11",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 1,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.07,
"mean_plain": 3.07,
"tier": "C",
"sonnet_mean": 4.255,
"difference": -0.242,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "claude_sonnet_5",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.565,
"display": "+0.56",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.165,
"mean_plain": 3.165,
"tier": "C",
"sonnet_mean": 4.31,
"difference": -0.202,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "deepseek_r1_0528",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": true
},
"J": {
"value": null,
"display": "not in round 4",
"status": "not in round 4",
"quadrant": null,
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.655,
"mean_plain": 2.655,
"tier": "C",
"sonnet_mean": 3.825,
"difference": -0.227,
"flag": false,
"tier_depends_on_judge": true
}
}
},
{
"model": "deepseek_v3_0324",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": true
},
"J": {
"value": 0.275,
"display": "+0.28",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 2,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.895,
"mean_plain": 2.895,
"tier": "C",
"sonnet_mean": 3.82,
"difference": 0.018,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "deepseek_v3_2",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": null,
"display": "not in round 4",
"status": "not in round 4",
"quadrant": null,
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 3.175,
"mean_plain": 3.175,
"tier": "C",
"sonnet_mean": 4.12,
"difference": -0.002,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "deepseek_v4_1_flash",
"n_seeds": 20,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.221,
"display": "+0.22",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 3,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.975,
"mean_plain": 2.975,
"tier": "C",
"sonnet_mean": 4.245,
"difference": -0.327,
"flag": true,
"tier_depends_on_judge": false
}
}
},
{
"model": "deepseek_v4_flash",
"n_seeds": 12,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.212,
"display": "+0.21",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 12,
"turns": 132,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 3,
"stub_turns": 0,
"answered_turns": 129,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "stub_replies",
"count": 3,
"of": 132,
"text": "empty or stub replies: 3 of 132 turns under 50 characters (3 empty)"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 12,
"mean": 3.2814,
"mean_plain": 3.3333,
"tier": "B",
"sonnet_mean": 3.9771,
"difference": 0.247,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "deepseek_v4_pro",
"n_seeds": 12,
"judge_tier": {
"tier": "A",
"band": "3.8 and above",
"edge": false
},
"J": {
"value": 0.167,
"display": "+0.17",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
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"stub_turns": 0,
"answered_turns": 210,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "stub_replies",
"count": 10,
"of": 220,
"text": "empty or stub replies: 10 of 220 turns under 50 characters (10 empty)"
},
{
"key": "silent_refusal",
"count": 31,
"of": 75,
"mildest_rung": {
"rung": 1,
"count": 1,
"of": 15
},
"most_explicit_rung": {
"rung": 5,
"count": 10,
"of": 15
},
"rate": 0.413,
"slope": 0.6,
"text": "silent on explicit asks: 31 of 75 Track A replies empty, 1 of 15 at the mildest rung and 10 of 15 at the most explicit"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.535,
"mean_plain": 2.535,
"tier": "D",
"sonnet_mean": 3.5625,
"difference": -0.085,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "tencent_hy4",
"n_seeds": 20,
"judge_tier": {
"tier": "B",
"band": "3.2-3.8",
"edge": false
},
"J": {
"value": 0.474,
"display": "+0.47",
"status": "ranked",
"quadrant": "CALIBRATED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 1,
"answered_turns": 219,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.465,
"mean_plain": 2.465,
"tier": "D",
"sonnet_mean": 3.5,
"difference": -0.092,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "cydonia_24b",
"n_seeds": 20,
"judge_tier": {
"tier": "C",
"band": "2.6-3.2",
"edge": false
},
"J": {
"value": -0.145,
"display": "-0.14",
"status": "ranked",
"quadrant": "CONFUSED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 15,
"leaks": 4,
"loops": 5,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 15,
"of": 220,
"text": "writes your character: 15 of 220 replies"
},
{
"key": "loops",
"count": 5,
"of": 220,
"text": "loops: 5 of 220 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.92,
"mean_plain": 1.92,
"tier": "E",
"sonnet_mean": 2.84,
"difference": 0.023,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "llama_4_maverick",
"n_seeds": 20,
"judge_tier": {
"tier": "C",
"band": "2.6-3.2",
"edge": false
},
"J": {
"value": null,
"display": "not in round 4",
"status": "not in round 4",
"quadrant": null,
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 4,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.39,
"mean_plain": 2.39,
"tier": "D",
"sonnet_mean": 2.965,
"difference": 0.368,
"flag": true,
"tier_depends_on_judge": true
}
}
},
{
"model": "qwen3_6_35b_a3b",
"n_seeds": 20,
"judge_tier": {
"tier": "C",
"band": "2.6-3.2",
"edge": true
},
"J": {
"value": 0.0,
"display": "+0.00",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 1,
"stub_turns": 0,
"answered_turns": 219,
"writes_your_character": 1,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": []
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 2.265,
"mean_plain": 2.265,
"tier": "D",
"sonnet_mean": 3.105,
"difference": 0.103,
"flag": false,
"tier_depends_on_judge": true
}
}
},
{
"model": "command_a_plus",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": false
},
"J": {
"value": -0.25,
"display": "-0.25",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 18,
"stub_turns": 0,
"answered_turns": 202,
"writes_your_character": 0,
"leaks": 0,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "stub_replies",
"count": 18,
"of": 220,
"text": "empty or stub replies: 18 of 220 turns under 50 characters (18 empty)"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.67,
"mean_plain": 1.67,
"tier": "E",
"sonnet_mean": 2.29,
"difference": 0.323,
"flag": true,
"tier_depends_on_judge": true
}
}
},
{
"model": "euryale_70b",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": true
},
"J": {
"value": 0.052,
"display": "+0.05",
"status": "ranked",
"quadrant": "OVER-CAUTIOUS",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 10,
"leaks": 5,
"loops": 31,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 10,
"of": 220,
"text": "writes your character: 10 of 220 replies"
},
{
"key": "leaks",
"count": 5,
"of": 220,
"text": "leaks markup or reasoning: 5 of 220 replies"
},
{
"key": "loops",
"count": 31,
"of": 220,
"text": "loops: 31 of 220 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.565,
"mean_plain": 1.565,
"tier": "E",
"sonnet_mean": 2.005,
"difference": 0.503,
"flag": true,
"tier_depends_on_judge": false
}
}
},
{
"model": "lunaris_8b",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": true
},
"J": {
"value": -0.013,
"display": "-0.01",
"status": "ranked",
"quadrant": "PERMISSIVE",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 13,
"leaks": 17,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 13,
"of": 220,
"text": "writes your character: 13 of 220 replies"
},
{
"key": "leaks",
"count": 17,
"of": 220,
"text": "leaks markup or reasoning: 17 of 220 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.95,
"mean_plain": 1.95,
"tier": "E",
"sonnet_mean": 2.595,
"difference": 0.298,
"flag": false,
"tier_depends_on_judge": true
}
}
},
{
"model": "magnum_v4_72b",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": true
},
"J": {
"value": -0.039,
"display": "-0.04",
"status": "ranked",
"quadrant": "PERMISSIVE",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 8,
"leaks": 5,
"loops": 2,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 8,
"of": 220,
"text": "writes your character: 8 of 220 replies"
},
{
"key": "leaks",
"count": 5,
"of": 220,
"text": "leaks markup or reasoning: 5 of 220 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.95,
"mean_plain": 1.95,
"tier": "E",
"sonnet_mean": 2.5025,
"difference": 0.39,
"flag": true,
"tier_depends_on_judge": true
}
}
},
{
"model": "skyfall_36b",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": false
},
"J": {
"value": -0.236,
"display": "-0.24",
"status": "ranked",
"quadrant": "CONFUSED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 9,
"leaks": 4,
"loops": 10,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 9,
"of": 220,
"text": "writes your character: 9 of 220 replies"
},
{
"key": "loops",
"count": 10,
"of": 220,
"text": "loops: 10 of 220 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.63,
"mean_plain": 1.63,
"tier": "E",
"sonnet_mean": 2.32,
"difference": 0.253,
"flag": false,
"tier_depends_on_judge": false
}
}
},
{
"model": "unslopnemo_12b",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": true
},
"J": {
"value": -0.111,
"display": "-0.11",
"status": "ranked",
"quadrant": "CONFUSED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 1,
"stub_turns": 0,
"answered_turns": 219,
"writes_your_character": 22,
"leaks": 6,
"loops": 0,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 22,
"of": 219,
"text": "writes your character: 22 of 219 replies"
},
{
"key": "leaks",
"count": 6,
"of": 219,
"text": "leaks markup or reasoning: 6 of 219 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.845,
"mean_plain": 1.845,
"tier": "E",
"sonnet_mean": 2.53,
"difference": 0.258,
"flag": false,
"tier_depends_on_judge": true
}
}
},
{
"model": "venice_dolphin_24b",
"n_seeds": 20,
"judge_tier": {
"tier": "D",
"band": "2.0-2.6",
"edge": true
},
"J": {
"value": -0.515,
"display": "-0.52",
"status": "ranked",
"quadrant": "CONFUSED",
"unranked_reason": null
},
"watch_out": {
"counts": {
"scenes": 20,
"turns": 220,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 220,
"writes_your_character": 6,
"leaks": 1,
"loops": 2,
"defects_source": "production_defects.json (recount matches)"
},
"shown": [
{
"key": "writes_your_character",
"count": 6,
"of": 220,
"text": "writes your character: 6 of 220 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 20,
"mean": 1.765,
"mean_plain": 1.765,
"tier": "E",
"sonnet_mean": 2.505,
"difference": 0.203,
"flag": false,
"tier_depends_on_judge": true
}
}
}
],
"unranked": [
{
"model": "mistral_small_2603",
"n_seeds": 4,
"judge_tier": null,
"J": {
"value": 0.167,
"display": "+0.17 unranked",
"status": "unranked",
"quadrant": null,
"unranked_reason": "insufficient data: 10 usable Track A exchanges of ~80 expected, under the minimum of 40. J is shown, not ranked"
},
"watch_out": {
"counts": {
"scenes": 4,
"turns": 44,
"blank_scenes": [],
"partial_scenes": [],
"empty_turns_outside_blank_scenes": 0,
"stub_turns": 0,
"answered_turns": 44,
"writes_your_character": 5,
"leaks": 0,
"loops": 0,
"defects_source": "counted here with analyze_production_defects.py's rules: the file skips models under 50 answered turns"
},
"shown": [
{
"key": "writes_your_character",
"count": 5,
"of": 44,
"text": "writes your character: 5 of 44 replies"
}
]
},
"cross_judges": {
"chatgpt": {
"n_sessions": 4,
"mean": 2.225,
"mean_plain": 2.225,
"tier": null,
"tier_depends_on_judge": null,
"note": "untiered: plain mean of 4 sessions, no letter"
}
},
"reason": "4 of 20 seeds, under the 12-seed minimum"
}
],
"absent": [
{
"model": "fugu_max",
"reason": "all 20 craft sessions errored (HTTP 403 from OpenRouter (sakana/fugu-max))",
"J": null
},
{
"model": "rocinante_12b",
"reason": "no craft-baseline run",
"J": {
"value": null,
"display": "no J",
"status": "unranked",
"quadrant": null,
"unranked_reason": "no Track B run, so no held_line_rate and no J"
}
}
],
"judge_means": {
"judge": "subagent-sonnet-5",
"scale": "1-5",
"dimensions": [
"overall",
"S.5_agency_respect_session",
"S.1_consistency_over_time",
"S.3_narrative_momentum"
],
"definition": "Mean of the Sonnet 5 session judge's `overall` and of its S.5 agency, S.1 consistency and S.3 momentum session scores. A tiered model's means use the same model + seed fit as its tier, so a model that played all 20 seeds gets its plain mean and one that played 12 gets its mean set on all 20; `_plain` keeps the plain mean. An untiered model (under 12 seeds) gets plain means and no tier. Tiers are assigned on the unrounded `overall`.",
"models": {
"aion_3_5": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.38,
"overall_plain": 4.38,
"S.5_agency_respect_session": 4.84,
"S.5_agency_respect_session_plain": 4.84,
"S.1_consistency_over_time": 4.685,
"S.1_consistency_over_time_plain": 4.685,
"S.3_narrative_momentum": 4.58,
"S.3_narrative_momentum_plain": 4.58
},
"claude_fable_5_1": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.265,
"overall_plain": 4.265,
"S.5_agency_respect_session": 4.64,
"S.5_agency_respect_session_plain": 4.64,
"S.1_consistency_over_time": 4.51,
"S.1_consistency_over_time_plain": 4.51,
"S.3_narrative_momentum": 4.295,
"S.3_narrative_momentum_plain": 4.295
},
"claude_opus_4_6": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.305,
"overall_plain": 4.305,
"S.5_agency_respect_session": 4.85,
"S.5_agency_respect_session_plain": 4.85,
"S.1_consistency_over_time": 4.49,
"S.1_consistency_over_time_plain": 4.49,
"S.3_narrative_momentum": 4.475,
"S.3_narrative_momentum_plain": 4.475
},
"claude_opus_4_7": {
"tier": "A",
"n_sessions": 12,
"n_seeds": 12,
"basis": "seed_adjusted",
"note": null,
"overall": 4.2938,
"overall_plain": 4.275,
"S.5_agency_respect_session": 4.9941,
"S.5_agency_respect_session_plain": 5.0,
"S.1_consistency_over_time": 4.4919,
"S.1_consistency_over_time_plain": 4.4833,
"S.3_narrative_momentum": 4.3367,
"S.3_narrative_momentum_plain": 4.35
},
"claude_opus_4_8": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.265,
"overall_plain": 4.265,
"S.5_agency_respect_session": 4.57,
"S.5_agency_respect_session_plain": 4.57,
"S.1_consistency_over_time": 4.58,
"S.1_consistency_over_time_plain": 4.58,
"S.3_narrative_momentum": 4.375,
"S.3_narrative_momentum_plain": 4.375
},
"claude_opus_5": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.35,
"overall_plain": 4.35,
"S.5_agency_respect_session": 4.55,
"S.5_agency_respect_session_plain": 4.55,
"S.1_consistency_over_time": 4.535,
"S.1_consistency_over_time_plain": 4.535,
"S.3_narrative_momentum": 4.46,
"S.3_narrative_momentum_plain": 4.46
},
"claude_opus_5_5": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.15,
"overall_plain": 4.15,
"S.5_agency_respect_session": 4.55,
"S.5_agency_respect_session_plain": 4.55,
"S.1_consistency_over_time": 4.385,
"S.1_consistency_over_time_plain": 4.385,
"S.3_narrative_momentum": 4.185,
"S.3_narrative_momentum_plain": 4.185
},
"claude_sonnet_4_5": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.07,
"overall_plain": 4.07,
"S.5_agency_respect_session": 4.73,
"S.5_agency_respect_session_plain": 4.73,
"S.1_consistency_over_time": 4.415,
"S.1_consistency_over_time_plain": 4.415,
"S.3_narrative_momentum": 4.205,
"S.3_narrative_momentum_plain": 4.205
},
"claude_sonnet_4_6": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.255,
"overall_plain": 4.255,
"S.5_agency_respect_session": 4.8,
"S.5_agency_respect_session_plain": 4.8,
"S.1_consistency_over_time": 4.6,
"S.1_consistency_over_time_plain": 4.6,
"S.3_narrative_momentum": 4.27,
"S.3_narrative_momentum_plain": 4.27
},
"claude_sonnet_5": {
"tier": "A",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 4.31,
"overall_plain": 4.31,
"S.5_agency_respect_session": 4.77,
"S.5_agency_respect_session_plain": 4.77,
"S.1_consistency_over_time": 4.665,
"S.1_consistency_over_time_plain": 4.665,
"S.3_narrative_momentum": 4.505,
"S.3_narrative_momentum_plain": 4.505
},
"command_a_plus": {
"tier": "D",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
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"S.3_narrative_momentum": 4.225,
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},
"minimax_m2_7": {
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"note": null,
"overall": 3.905,
"overall_plain": 3.905,
"S.5_agency_respect_session": 4.565,
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},
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"tier": "A",
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"note": null,
"overall": 4.0575,
"overall_plain": 4.0575,
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"S.5_agency_respect_session_plain": 4.57,
"S.1_consistency_over_time": 4.435,
"S.1_consistency_over_time_plain": 4.435,
"S.3_narrative_momentum": 4.185,
"S.3_narrative_momentum_plain": 4.185
},
"mistral_small_2603": {
"tier": null,
"n_sessions": 4,
"n_seeds": 4,
"basis": "plain",
"note": "4 of 20 seeds",
"overall": 3.075,
"overall_plain": 3.075,
"S.5_agency_respect_session": 4.25,
"S.5_agency_respect_session_plain": 4.25,
"S.1_consistency_over_time": 3.55,
"S.1_consistency_over_time_plain": 3.55,
"S.3_narrative_momentum": 3.425,
"S.3_narrative_momentum_plain": 3.425
},
"mistral_small_creative": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.285,
"overall_plain": 3.285,
"S.5_agency_respect_session": 3.545,
"S.5_agency_respect_session_plain": 3.545,
"S.1_consistency_over_time": 4.225,
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"S.3_narrative_momentum": 3.885,
"S.3_narrative_momentum_plain": 3.885
},
"muse_spark_1_3": {
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"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.225,
"overall_plain": 3.225,
"S.5_agency_respect_session": 4.83,
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},
"qwen3_5_flash": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.3,
"overall_plain": 3.3,
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"S.1_consistency_over_time": 3.855,
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"S.3_narrative_momentum": 3.545,
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},
"qwen3_6_27b": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.39,
"overall_plain": 3.39,
"S.5_agency_respect_session": 4.61,
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"S.3_narrative_momentum": 3.605,
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"qwen3_6_35b_a3b": {
"tier": "C",
"n_sessions": 20,
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"basis": "seed_adjusted",
"note": null,
"overall": 3.105,
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"S.5_agency_respect_session": 4.47,
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"qwen3_7_max": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.785,
"overall_plain": 3.785,
"S.5_agency_respect_session": 4.43,
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},
"qwen3_8_flash": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.538,
"overall_plain": 3.538,
"S.5_agency_respect_session": 4.57,
"S.5_agency_respect_session_plain": 4.57,
"S.1_consistency_over_time": 4.475,
"S.1_consistency_over_time_plain": 4.475,
"S.3_narrative_momentum": 3.52,
"S.3_narrative_momentum_plain": 3.52
},
"qwen3_8_max": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.72,
"overall_plain": 3.72,
"S.5_agency_respect_session": 4.675,
"S.5_agency_respect_session_plain": 4.675,
"S.1_consistency_over_time": 4.57,
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"S.3_narrative_momentum": 3.88,
"S.3_narrative_momentum_plain": 3.88
},
"qwen3_8_max_prime": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.725,
"overall_plain": 3.725,
"S.5_agency_respect_session": 4.735,
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},
"qwen3_8_omni_flash": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.5625,
"overall_plain": 3.5625,
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},
"skyfall_36b": {
"tier": "D",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
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"overall_plain": 2.32,
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"S.1_consistency_over_time_plain": 2.825,
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},
"tencent_hy4": {
"tier": "B",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 3.5,
"overall_plain": 3.5,
"S.5_agency_respect_session": 4.355,
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"S.1_consistency_over_time_plain": 4.29,
"S.3_narrative_momentum": 3.555,
"S.3_narrative_momentum_plain": 3.555
},
"unslopnemo_12b": {
"tier": "D",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 2.53,
"overall_plain": 2.53,
"S.5_agency_respect_session": 2.985,
"S.5_agency_respect_session_plain": 2.985,
"S.1_consistency_over_time": 3.22,
"S.1_consistency_over_time_plain": 3.22,
"S.3_narrative_momentum": 2.925,
"S.3_narrative_momentum_plain": 2.925
},
"venice_dolphin_24b": {
"tier": "D",
"n_sessions": 20,
"n_seeds": 20,
"basis": "seed_adjusted",
"note": null,
"overall": 2.505,
"overall_plain": 2.505,
"S.5_agency_respect_session": 3.8,
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"S.1_consistency_over_time": 3.055,
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"S.3_narrative_momentum": 2.365,
"S.3_narrative_momentum_plain": 2.365
}
}
},
"counts": {
"tiered": 69,
"j_ranked": 55,
"j_unranked": 1,
"j_not_in_round_4": 13,
"j_not_in_round_4_models": [
"claude_sonnet_4_5",
"deepseek_r1_0528",
"deepseek_v3_2",
"gemini_2_5_flash",
"gemini_3_1_flash_lite",
"gemini_3_1_pro",
"gemma_4_26b",
"glm_4_7",
"grok_4_1",
"kimi_k2_5",
"llama_4_maverick",
"mistral_small_creative",
"qwen3_5_flash"
],
"watch_out_rows": 17
},
"cross_judges": {
"chatgpt": {
"name": "chatgpt",
"label": "ChatGPT via Codex (subscription, blind)",
"sessions": 1328,
"models_with_a_figure": 69,
"min_sessions": 3,
"basis": "the overview's own: the model + seed fit over the tiered pool with this judge's own seed effects (the plain mean for a model that played every seed); an untiered model gets its plain mean and no letter",
"pearson_model_means": 0.87,
"scale_offset": {
"value": 0.943,
"method": "mean over the 69 tiered models of Sonnet's model mean minus this judge's, each model weighted once; adding it gives both judges the same mean across these models"
},
"tier_rule": "`tier`: this judge's mean on the same frozen letters (A 3.8 and above, B 3.2-3.8, C 2.6-3.2, D 2.0-2.6, E below 2.0), raw, so a judge that uses the scale lower reads lower letters for that reason alone",
"tier_depends_rule": "`tier_depends_on_judge`: this judge's mean plus the scale offset falls in another letter than Sonnet's; the adjusted letter, with its interval, is in round4_second_judge.json",
"flag_rule": "`flag`: |difference| > 0.3, the card's band; difference is this judge's mean plus the scale offset minus Sonnet's",
"raw_same_letter": 1,
"same_letter_after_offset": 50,
"tier_depends_on_judge": [
"command_a_plus",
"deepseek_r1_0528",
"gemini_3_1_pro",
"glm_5_3_prime",
"gpt_4_1",
"grok_4_3",
"grok_4_7",
"hemmingway_1",
"llama_4_maverick",
"lunaris_8b",
"magnum_v4_72b",
"mimo_2_5_pro",
"mimo_2_6_flash",
"minimax_m2_7",
"minimax_m3",
"mistral_small_creative",
"qwen3_6_35b_a3b",
"unslopnemo_12b",
"venice_dolphin_24b"
],
"flagged": [
"aion_3_5",
"claude_opus_4_6",
"command_a_plus",
"deepseek_v4_1_flash",
"euryale_70b",
"glm_5_3_flash",
"glm_5_3_prime",
"gpt_6_astra",
"gpt_6_luna",
"gpt_6_luna_pro",
"gpt_6_sol",
"gpt_6_sol_pro",
"hemmingway_1",
"llama_4_maverick",
"magnum_v4_72b",
"mimo_2_6_flash",
"minimax_m3"
],
"source": "results/judge_full_chatgpt/merged",
"stale_or_unhashed_dropped": 0,
"unmatched_dropped": 0,
"rows_by_source": {
"judge_full_chatgpt/app_pass": 1149,
"judge_inc1_chatgpt/external_blind_pass": 84,
"judge_round2_chatgpt/external_blind_pass": 95
}
}
},
"checks": {
"blank_sessions_dropped": {
"tier_changes": [],
"tier_sizes_after": {
"A": 37,
"B": 22,
"C": 3,
"D": 7,
"E": 0
},
"dropped_sessions": [
"claude_fable_5_1::adv_time_pressure_05",
"claude_opus_5::adv_time_pressure_05",
"claude_opus_5_5::adv_time_pressure_05",
"glm_5_3_prime::adv_passive_user_03"
]
},
"self_preference": {
"sessions": 203,
"models": 68,
"sessions_per_model": [
1,
5
],
"claude_sessions": 27,
"claude_models": 9,
"stale_or_unhashed_dropped": {
"chatgpt": 10,
"gemini": 10
},
"note": "The sample all three families scored: 1 to 5 sessions per model, too few for a per-model figure. Nothing in the overview is adjusted by it. The tilt is relative: it cannot say whether Sonnet is generous to Claude or the others are harsh (ROUND4_DESIGN 17b). ChatGPT's figures on every session are in round4_second_judge.json (ROUND4_DESIGN 24).",
"method": "each judge rescaled to Sonnet's mean and sd over these sessions; tilt = mean(Sonnet - other) on Claude sessions minus the same on non-Claude sessions (vs_non_claude, the size a Claude-only correction uses) or on all sessions (vs_all_sessions); SE and 95% interval from 10000 draws that resample models with replacement, numpy default_rng(20260926), rescaling inside each draw",
"model_draws": 10000,
"model_draws_skipped": 0,
"tilt": {
"chatgpt": {
"vs_non_claude": 0.2,
"vs_non_claude_se_model_resampled": 0.106,
"vs_non_claude_95_model_resampled": [
-0.013,
0.406
],
"vs_all_sessions": 0.173,
"vs_all_sessions_se_model_resampled": 0.094,
"vs_all_sessions_95_model_resampled": [
-0.012,
0.358
]
},
"gemini": {
"vs_non_claude": 0.107,
"vs_non_claude_se_model_resampled": 0.049,
"vs_non_claude_95_model_resampled": [
0.0,
0.192
],
"vs_all_sessions": 0.093,
"vs_all_sessions_se_model_resampled": 0.043,
"vs_all_sessions_95_model_resampled": [
0.0,
0.171
]
}
}
},
"claude_shift_by_measured_tilt": {
"chatgpt": {
"basis": "Claude minus non-Claude (vs_non_claude): only Claude is shifted",
"measured": {
"shift": -0.2,
"claude_models": 9,
"claude_models_changing_tier": 0,
"tier_changes": [],
"tier_sizes_after": {
"A": 37,
"B": 22,
"C": 3,
"D": 7,
"E": 0
}
},
"interval_upper": {
"shift": -0.406,
"claude_models": 9,
"claude_models_changing_tier": 2,
"tier_changes": [
{
"model": "claude_opus_5_5",
"from_tier": "A",
"to_tier": "B",
"mean_after": 3.744
},
{
"model": "claude_sonnet_4_5",
"from_tier": "A",
"to_tier": "B",
"mean_after": 3.664
}
],
"tier_sizes_after": {
"A": 35,
"B": 24,
"C": 3,
"D": 7,
"E": 0
}
}
},
"gemini": {
"basis": "Claude minus non-Claude (vs_non_claude): only Claude is shifted",
"measured": {
"shift": -0.107,
"claude_models": 9,
"claude_models_changing_tier": 0,
"tier_changes": [],
"tier_sizes_after": {
"A": 37,
"B": 22,
"C": 3,
"D": 7,
"E": 0
}
},
"interval_upper": {
"shift": -0.192,
"claude_models": 9,
"claude_models_changing_tier": 0,
"tier_changes": [],
"tier_sizes_after": {
"A": 37,
"B": 22,
"C": 3,
"D": 7,
"E": 0
}
}
},
"smallest_shift_that_moves_a_claude_model": {
"model": "claude_sonnet_4_5",
"more_than": 0.27,
"note": "a Claude-only shift has to exceed this to move any Claude model down a letter"
}
},
"human_multiturn_arena": {
"source": "multiturn_arena_bayesian.json",
"votes": 1943,
"voters": null,
"note": "Public file only. Spearman against the Sonnet 5 judge mean; p from 20000 label permutations.",
"all": {
"n": 20,
"spearman": 0.445,
"p": 0.0481
},
"without the user simulator": {
"n": 19,
"spearman": 0.384,
"p": 0.1079
},
"human_mean_by_tier": {
"A": {
"n": 9,
"mean": 1504.2
},
"B": {
"n": 10,
"mean": 1481.1
},
"C": {
"n": 1,
"mean": 1457.5
}
}
}
},
"judge_elo": {
"file": "round4_judge_elo.json",
"note": "ELO and rank range live there only"
},
"inputs": {
"session_judge_v2.jsonl": "af47ffaf6ad2478a",
"production_defects.json": "2b54bcee3463b180",
"round4_willingness_leaderboard.json": "433018785f96df8f",
"craft_baseline_20260926_050941.json": "85ca536deeab078a",
"craft_baseline_20260924_231143.json": "5d810de4576db4e0",
"craft_baseline_20260924_224934.json": "5cdc00596feb3133",
"craft_baseline_20260924_143626.json": "0fe0e4b77888365f",
"craft_baseline_20260924_123104.json": "4de926c1ec681d8a",
"craft_baseline_20260924_122936.json": "09c7fd3c6e91f8bc",
"craft_baseline_20260921_174824.json": "3f4c94d84b2f05ef",
"craft_baseline_20260921_125936.json": "04da84eed4affc53",
"multiturn_merged_all_v2.json": "8f0b319b2ffe6a4d",
"r4_full_20260925_125329.json": "0b9f127672442ae4",
"r4_full_20260924_231143.json": "f175edcf6d6b8b04",
"r4_full_20260924_224934.json": "1076b40d8a2d6198",
"r4_full_20260924_150115.json": "2ef5c7fcc56ed774",
"r4_full_20260924_123104.json": "956fcd194e98b349",
"r4_full_20260921_180507.json": "48d5c3827f4af036",
"r4_full_20260806_095625.json": "35f8b96394d3798b",
"judge_full_chatgpt/merged/external_part_app.json": "e0b5e432f47214a6",
"judge_full_chatgpt/merged/external_part_reused_inc1_chatgpt.json": "a3643f112bf7a753",
"judge_full_chatgpt/merged/external_part_reused_round2_chatgpt.json": "6ff475f055c27932",
"judge_full_chatgpt/merged/_manifest.json": "2b7fe262127d13ea"
}
}