# Inclusivity

`kaal:entity:inclusivity`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `inclusivity`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

2 claims across 2 works, 2024 to 2024.

**2024**

- [4685567-015](https://wulfkaal.github.io/claims/4685567-015) [failure/argued] *(failure mode)* -- Participatory grantmaking in Impact 2.0 trades efficiency for inclusivity: balancing the two is complex and potentially leads to longer decision making processes and increased resource allocation for facilitation.
  > Balancing inclusivity and efficiency can be complex, potentially leading to longer decision-making processes and increased resource allocation for facilitation.
  Wulf A. Kaal, Impact Investing Innovation - From Impact 1.0 to 3.0 (2024). SSRN: https://ssrn.com/abstract=4685567
- [4855607-038](https://wulfkaal.github.io/claims/4855607-038) [mechanism/argued] -- Gathering a wide range of human feedback makes the Reward Model reflect a comprehensive spectrum of human preferences and values, and it is this inclusivity that mitigates bias and captures a richer understanding of what counts as a desirable outcome.
  > By leveraging this model, RLHF can gather a wide range of human feedback, ensuring the Reward Model (RM) reflects a comprehensive spectrum of human preferences and values. This inclusivity helps mitigate biases and captures a richer understanding of what is considered a desirable outcome.
  Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/inclusivity.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.