proof blockPage 168%
This equation captures one of the core mathematical components of the system. = 0.999) into a single-pass verbal readout that exceeds single-pass logit entropy (AUROC2 =
Page and bbox are available; crop image is pending.
Distilling Self-Consistency into Verbal Confidence: A Pre-Registered Negative Result and Post-Hoc Rescue on Gemma 3 4B explores A method to improve LLM confidence calibration by fine-tuning with self-consistency targets, showing promise in enhancing accuracy and verbal correctness.. Commercial viability score: 5/10 in LLM Evaluation.
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Canonical route: /paper/distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4b
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Agent Handoff
Canonical ID distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4b | Route /paper/distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4b
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4bMCP example
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}Paper proof page receipt window
/buildability/distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4b
Subject: Distilling Self-Consistency into Verbal Confidence: A Pre-Registered Negative Result and Post-Hoc Rescue on Gemma 3 4B
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
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Structured compute envelope
Insufficient data
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Receipt path
/buildability/distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4b
Paper ref
distilling-self-consistency-into-verbal-confidence-a-pre-registered-negative-result-and-post-hoc-rescue-on-gemma-3-4b
arXiv id
2604.24070
Generated at
2026-04-28T15:19:30.734Z
Evidence freshness
fresh
Last verification
2026-04-28T15:19:30.734Z
Sources
4
References
0
Coverage
67%
Lineage hash
2ef9eae488791d4f188a2bb2b2fbcda1c15fbd723e2419f39eeaae11c2c9f1aa
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 4 sources / Verification pending
references
proof_status
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Dimensions overall score 5.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. = 0.999) into a single-pass verbal readout that exceeds single-pass logit entropy (AUROC2 =
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. from 10-sample self-consistency at T = 0.7: the number of samples that produce a correct answer
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Fine-tuning (Step LoRA fine-tuning (rank 16, α = 32, dropout 0.05) on seven target modules (q, k, v, o, gate, up, down
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