Evidence Receipt. Related Resources.
When Weak LLMs Speak with Confidence, Preference Alignment Gets Stronger
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/when-weak-llms-speak-with-confidence-preference-alignment-gets-stronger
- Proof freshness
- stale
- Proof status
- unverified
- Display score
- 2/10
- Last proof check
- 2026-04-02
- Score updated
- 2026-04-02
- Score fresh until
- 2026-05-02
- References
- 0
- Source count
- 0
- Coverage
- 17%
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
When Weak LLMs Speak with Confidence, Preference Alignment Gets Stronger
Canonical ID when-weak-llms-speak-with-confidence-preference-alignment-gets-stronger | Route /signal-canvas/when-weak-llms-speak-with-confidence-preference-alignment-gets-stronger
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/when-weak-llms-speak-with-confidence-preference-alignment-gets-strongerMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "when-weak-llms-speak-with-confidence-preference-alignment-gets-stronger",
"query_text": "Summarize When Weak LLMs Speak with Confidence, Preference Alignment Gets Stronger"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "When Weak LLMs Speak with Confidence, Preference Alignment Gets Stronger",
"normalized_query": "2603.04968",
"route": "/signal-canvas/when-weak-llms-speak-with-confidence-preference-alignment-gets-stronger",
"paper_ref": "when-weak-llms-speak-with-confidence-preference-alignment-gets-stronger",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Preparing verified analysis
Dimensions overall score 2.0
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