HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval

HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-05-25
Score updated: 2026-05-25
Score fresh until: 2026-06-24
References: 0
Source count: 3
Coverage: 50%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval | Route /signal-canvas/harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval",
    "query_text": "Summarize HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval",
  "normalized_query": "2605.23572",
  "route": "/signal-canvas/harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval",
  "paper_ref": "harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval

PDF: https://arxiv.org/pdf/2605.23572v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-25T20:31:18.205Z

Signal Canvas receipt window

Watch and verify: HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval

/buildability/harness-lm-a-three-phase-training-recipe-for-harnessing-slms-in-sponsored-search-retrieval

Watchwatch

Subject: HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

HARNESS-LM: A Three-Phase Training Recipe for Harnessing SLMs in Sponsored Search Retrieval

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