proof blockPage 368%
This equation captures one of the core mathematical components of the system. N i= where N = PG i=1 |oi|, hi,t(θ) = πθ(oi,t|q,oi,<t) πθold(oi,t|q,oi,<t)
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ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning explores A reinforcement fine-tuning framework that enhances LLM reasoning for complex recommendation tasks.. Commercial viability score: 6/10 in Recommendation AI.
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Page Freshness
Canonical route: /paper/rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning
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 rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning | Route /paper/rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuningMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.07851"
}
}source_context
{
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"mode": "paper",
"query": "ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning",
"normalized_query": "2604.07851",
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"paper_ref": "rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning",
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}Paper proof page receipt window
/buildability/rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning
Subject: ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning
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
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning
Paper ref
rerec-reasoning-augmented-llm-based-recommendation-assistant-via-reinforcement-fine-tuning
arXiv id
2604.07851
Generated at
2026-04-10T20:18:31.007Z
Evidence freshness
stale
Last verification
2026-04-10T20:18:31.007Z
Sources
4
References
0
Coverage
83%
Lineage hash
7c59eded05d8438772a4c77acf72f7b1891e588a959b11dad305efcf0cc31267
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
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Dimensions overall score 6.0
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This equation captures one of the core mathematical components of the system. N i= where N = PG i=1 |oi|, hi,t(θ) = πθ(oi,t|q,oi,<t) πθold(oi,t|q,oi,<t)
Page and bbox are available; crop image is pending.
This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. ( (1 −wpenalty) · ri if (pi ̸= gt) ∧(pi ∈si,k), ri otherwise rsi,k =
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
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