Are Whitepaper Claims Reflected in Market Structure? A Contamination-Aware Pipeline and a Power-Limited Null
arXiv:2601.20336v5 Announce Type: replace-cross Abstract: Do the functional narratives in cryptocurrency whitepapers correspond to how their tokens behave in markets? We develop a content-verified, contamination-aware pipeline for measuring structural correspondence between project narratives and market structure, and report two results. The first is a cautionary one. An apparent entity-level signal in an earlier version of our corpus -- specialised tokens appearing to align more strongly than broad infrastructure tokens -- was entirely an artifact of corpus contamination: roughly a quarter of
The proliferation of cryptocurrency whitepapers and a desire for more robust market analysis are driving the development of sophisticated tools to evaluate their claims.
Sophisticated investors and regulators need objective methods to assess the validity of project narratives against real-world market behavior, especially with increasing scrutiny on crypto markets.
The ability to systematically verify or debunk the claims made in cryptocurrency whitepapers will improve market transparency and potentially influence investment decisions and regulatory frameworks.
- · Sophisticated cryptocurrency investors
- · Regulators
- · Data scientists and financial analysts
- · Projects with unsubstantiated whitepaper claims
- · Retail investors susceptible to hype
Improved clarity on the correspondence between stated project goals and actual market structure.
Increased investor confidence in transparent projects and a reduction in speculative investments based solely on narrative.
Potential for refined regulatory approaches based on objective market structure analysis, leading to more stable and accountable crypto markets.
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Read at arXiv cs.LG