Heterogeneity in Formal Linguistic Competence of Language Models: Is Data the Real Bottleneck?

Heterogeneity in Formal Linguistic Competence of Language Models: Is Data the Real Bottleneck? | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/heterogeneity-in-formal-linguistic-competence-of-language-models-is-data-the-real-bottleneck

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Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-21
Score updated: 2026-04-21
Score fresh until: 2026-05-21
References: 0
Source count: 4
Coverage: 83%

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

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Canonical ID heterogeneity-in-formal-linguistic-competence-of-language-models-is-data-the-real-bottleneck | Route /signal-canvas/heterogeneity-in-formal-linguistic-competence-of-language-models-is-data-the-real-bottleneck

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curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/heterogeneity-in-formal-linguistic-competence-of-language-models-is-data-the-real-bottleneck

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Heterogeneity in Formal Linguistic Competence of Language Models: Is Data the Real Bottleneck?

PDF: https://arxiv.org/pdf/2604.17930v1

Repository: https://github.com/kowndinya-renduchintala/heterogeneity-in-formal-linguistic-competence

Source count: 4

Coverage: 83%

Last proof check: 2026-04-21T20:33:49.379Z

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Heterogeneity in Formal Linguistic Competence of Language Models: Is Data the Real Bottleneck?

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