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Pith Number

pith:B5VT7XYW

pith:2025:B5VT7XYWSWRFBRULSKS3VDRCOL
not attested not anchored not stored refs pending

Designing Role Vectors to Improve LLM Inference Behaviour

Andrea Seveso, Daniele Potert\`i, Fabio Mercorio

arxiv:2502.12055 v1 · 2025-02-17 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{B5VT7XYWSWRFBRULSKS3VDRCOL}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T10:15:37.940051Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

0f6b3fdf1695a250c68b92a5ba8e2272ec1c8b71a7184652108e6838ec288ef1

Aliases

arxiv: 2502.12055 · arxiv_version: 2502.12055v1 · doi: 10.48550/arxiv.2502.12055 · pith_short_12: B5VT7XYWSWRF · pith_short_16: B5VT7XYWSWRFBRUL · pith_short_8: B5VT7XYW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/B5VT7XYWSWRFBRULSKS3VDRCOL \
  | 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: 0f6b3fdf1695a250c68b92a5ba8e2272ec1c8b71a7184652108e6838ec288ef1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8c30358f0bc7df7763acfa63c912247f1503b7f616ca352fd3316447896ca88c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-17T17:24:37Z",
    "title_canon_sha256": "356d2f17561c0559aa5b99f23e8d1d05f4ecaad1c632b28145eba086a83889cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12055",
    "kind": "arxiv",
    "version": 1
  }
}