Pith Number

pith:RORN2USO

pith:2025:RORN2USOLMRL6VS5HK7DDF6FD3

not attested not anchored not stored refs pending

Manipulating Transformer-Based Models: Controllability, Steerability, and Robust Interventions

Faruk Alpay, Taylan Alpay

arxiv:2509.04549 v1 · 2025-09-04 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RORN2USOLMRL6VS5HK7DDF6FD3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T12:05:25.122597Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ba2dd524e5b22bf565d3abe3197c51ec1882d352bf6113bf11e6af7fd5d4e50

Aliases

arxiv: 2509.04549 · arxiv_version: 2509.04549v1 · doi: 10.48550/arxiv.2509.04549 · pith_short_12: RORN2USOLMRL · pith_short_16: RORN2USOLMRL6VS5 · pith_short_8: RORN2USO

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RORN2USOLMRL6VS5HK7DDF6FD3 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8ba2dd524e5b22bf565d3abe3197c51ec1882d352bf6113bf11e6af7fd5d4e50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0576881994695e20671ed43bb270c648e24e1811a18f0b925dd9f4754e648d3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-09-04T17:32:56Z",
    "title_canon_sha256": "b628015f45e4273f2ca0bddf9fafc6465dbf7a8f11c03e8939588825a89e089d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.04549",
    "kind": "arxiv",
    "version": 1
  }
}