Update README.md

README.md

@@ -19,10 +19,6 @@ that takes people at their word, once under one that does not. The two splits ar
 aligned by `id` — the same `id` in `trust` and `distrust` carries the **same
 question** and two different answers.
 
-Built for [TrustMI](https://github.com/), which asks whether there is an
-identifiable trust/distrust direction in the residual stream, and whether it is
-distinct from refusal, sycophancy and deception.
-
 ## Structure
 
 | field | |
@@ -62,16 +58,6 @@ would be obeyed, and the difference between the splits would become partly style
 compliance rather than trust. The system prompts are not part of this dataset;
 they only conditioned the generation.
 
-Their wording was chosen by ablation over a fixed set of questions, scoring each
-answer 0–100 for extended trust in the manner of the
-[persona-vector](https://arxiv.org/abs/2507.21509) eval. Separation between the
-two poles came out at 35 points for [RepE](https://arxiv.org/abs/2310.01405)-style
-roleplay ("pretend you are someone who trusts people"), 50 for short mirrored
-imperative pairs in the persona-vector style, 70 for a bare trait label, and 88
-for an argued position behind a trait label — the reverse of what that literature
-reports for traits like optimism, because trust here asks the model to act against
-a standing prior rather than adopt a style.
-
 ## Quality
 
 Judged by the generating model on 300 sampled pairs, so this measures internal
@@ -84,14 +70,3 @@ consistency, not correctness:
 | pairs correctly ordered | 94% |
 | hedged answers (30–70 band) | 2% |
 
-## Known issues
-
-- **The splits do not match on length** — 407 words on average against 561.
-  Withholding takes more words than agreeing. Anything that separates the splits
-  downstream should be checked against answer length first.
-- Some questions recite their generation assignment ("I'm asking you to believe
-  Amara when she says…") rather than phrasing it as a person would.
-- Some answers echo phrasing from the system prompt that conditioned them
-  ("keep it in your own hands").
-- US-centric, English only, and every persona is drawn from a single shard of
-  Nemotron-Personas-USA.