Transparent AI for Mathematics: Transformer-Based Large Language Models for Mathematical Entity Relationship Extraction with XAI

Transparent AI for Mathematics: Transformer-Based Large Language Models for Mathematical Entity Relationship Extraction with XAI | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/transparent-ai-for-mathematics-transformer-based-large-language-models-for-mathematical-entity-relationship-extraction-w

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
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

Canonical ID transparent-ai-for-mathematics-transformer-based-large-language-models-for-mathematical-entity-relationship-extraction-w | Route /signal-canvas/transparent-ai-for-mathematics-transformer-based-large-language-models-for-mathematical-entity-relationship-extraction-w

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/transparent-ai-for-mathematics-transformer-based-large-language-models-for-mathematical-entity-relationship-extraction-w

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Transparent AI for Mathematics: Transformer-Based Large Language Models for Mathematical Entity Relationship Extraction with XAI

PDF: https://arxiv.org/pdf/2603.06348v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

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Subject: Transparent AI for Mathematics: Transformer-Based Large Language Models for Mathematical Entity Relationship Extraction with XAI

Verdict

Transparent AI for Mathematics: Transformer-Based Large Language Models for Mathematical Entity Relationship Extraction with XAI

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