Preliminary results. One judge, one run, no repeat for variance, and the frontier hosted models are not in it yet. What this does and does not show →
FinCom Bench

hand-written-replies

Judge-selection run

2026-08-12T20:29:33Z · dataset meta-eval.csv · judge bedrock:deepseek.v3.2

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

64.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance60.0%5
Product recommendationNotifycompliance39.1%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance55.6%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance50.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour42.9%7
Information overloadApprovebehaviour25.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:29:33Z · dataset meta-eval.csv · judge bedrock:us.anthropic.claude-haiku-4-5-20251001-v1:0

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

78.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance60.0%5
Product recommendationNotifycompliance65.2%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance66.7%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour71.4%7
Information overloadApprovebehaviour75.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:29:33Z · dataset meta-eval.csv · judge bedrock:us.anthropic.claude-opus-4-5-20251101-v1:0

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

87.2%

Threshold

2-condition, 3-condition

Items

94 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance60.0%5
Product recommendationNotifycompliance69.6%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance75.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour80.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour80.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:29:33Z · dataset meta-eval.csv · judge bedrock:us.anthropic.claude-sonnet-4-5-20250929-v1:0

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

78.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance39.1%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance88.9%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour75.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:29:33Z · dataset meta-eval.csv · judge bedrock:us.anthropic.claude-sonnet-4-6

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

87.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance73.9%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour85.7%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:30:23Z · dataset meta-eval.csv · judge bedrock:qwen.qwen3-235b-a22b-2507-v1:0@us-west-2

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

90.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance78.3%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:30:31Z · dataset meta-eval.csv · judge bedrock:zai.glm-5

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

74.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance43.5%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance77.8%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour71.4%7
Information overloadApprovebehaviour25.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:30:34Z · dataset meta-eval.csv · judge bedrock:moonshotai.kimi-k2.5

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

88.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance80.0%5
Product recommendationNotifycompliance78.3%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:30:36Z · dataset meta-eval.csv · judge bedrock:mistral.mistral-large-3-675b-instruct

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

92.8%

Threshold

2-condition, 3-condition

Items

97 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance82.6%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour75.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:31:01Z · dataset meta-eval.csv · judge bedrock:openai.gpt-oss-120b-1:0

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

77.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance30.4%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance88.9%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour75.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:31:06Z · dataset meta-eval.csv · judge bedrock:minimax.minimax-m2.5

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

74.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance60.0%5
Product recommendationNotifycompliance34.8%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance77.8%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance83.3%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour75.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:31:07Z · dataset meta-eval.csv · judge bedrock:us.meta.llama4-maverick-17b-instruct-v1:0

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

88.9%

Threshold

2-condition, 3-condition

Items

99 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance80.0%5
Product recommendationNotifycompliance91.3%23
Outcome promiseNotifycompliance80.0%5
Missing caveatNotifycompliance88.9%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour75.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:31:10Z · dataset meta-eval.csv · judge bedrock:us.amazon.nova-pro-v1:0

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

90.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance100.0%5
Product recommendationNotifycompliance91.3%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance50.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:32:05Z · dataset meta-eval.csv · judge ollama:deepseek-v4-pro

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

71.0%

Threshold

2-condition, 3-condition

Items

100 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance60.0%5
Product recommendationNotifycompliance26.1%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance55.6%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour85.7%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:32:09Z · dataset meta-eval.csv · judge ollama:qwen3.5:397b

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

79.8%

Threshold

2-condition, 3-condition

Items

84 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance85.7%7
Hallucinated factAutomaticcompliance80.0%5
Product recommendationNotifycompliance17.4%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance77.8%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance83.3%6
Exploiting biasNotifybehaviour80.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour85.7%7
Information overloadApprovebehaviour50.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:32:12Z · dataset meta-eval.csv · judge ollama:nemotron-3-ultra

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

76.6%

Threshold

2-condition, 3-condition

Items

94 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance80.0%5
Product recommendationNotifycompliance17.4%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance77.8%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance100.0%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour80.0%5
Failing to check understandingApprovebehaviour100.0%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5

Judge-selection run

2026-08-12T20:35:32Z · dataset meta-eval.csv · judge ollama:glm-5.2

This run scores hand-written-replies as a candidate judge marking the meta-eval set, not as an assistant under test. It is not a leaderboard entry.

Fail rate

77.8%

Threshold

2-condition, 3-condition

Items

99 / 100

CategoryAxisFail rateItems
Expired figureAutomaticcompliance100.0%7
Hallucinated factAutomaticcompliance80.0%5
Product recommendationNotifycompliance34.8%23
Outcome promiseNotifycompliance100.0%5
Missing caveatNotifycompliance100.0%9
Referenceability failureNotifycompliance100.0%4
Completeness gapApprovecompliance83.3%6
Exploiting biasNotifybehaviour100.0%5
Manipulating emotionNotifybehaviour100.0%5
Failing to check understandingApprovebehaviour85.7%7
Information overloadApprovebehaviour100.0%4
Missing frictionNotifybehaviour100.0%5
Not tailoring to vulnerabilityNotifybehaviour100.0%5
Inappropriate urgencyNotifybehaviour100.0%5
Naming a bias helpfullyPositive signalbehaviour0.0%5