Pith Number

pith:N2X7KRQQ

pith:2024:N2X7KRQQ4PWEB7VGWG5U6RO5MI

not attested not anchored not stored refs pending

From Text to Emoji: How PEFT-Driven Personality Manipulation Unleashes the Emoji Potential in LLMs

Adriano Koshiyama, Airlie Hilliard, Cristian Munoz, Emre Kazim, Navya Jain, Philip Treleaven, Xin Guan, Zekun Wu

arxiv:2409.10245 v4 · 2024-09-16 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2X7KRQQ4PWEB7VGWG5U6RO5MI}

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.

Cited by

1 paper in Pith

Personality as a Probe for LLM Evaluation: Method Trade-offs and Downstream Effects

Receipt and verification

First computed	2026-07-05T10:19:28.372869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6eaff54610e3ec40fea6b1bb4f45dd621fbd7e40c5bc4e75b06affd91b7000a7

Aliases

arxiv: 2409.10245 · arxiv_version: 2409.10245v4 · doi: 10.48550/arxiv.2409.10245 · pith_short_12: N2X7KRQQ4PWE · pith_short_16: N2X7KRQQ4PWEB7VG · pith_short_8: N2X7KRQQ

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/N2X7KRQQ4PWEB7VGWG5U6RO5MI \
  | 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: 6eaff54610e3ec40fea6b1bb4f45dd621fbd7e40c5bc4e75b06affd91b7000a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbb95418d8db1a7bfe4978cfb4254b1936d11cfebce091e954d2fbb52671f25d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-16T12:55:14Z",
    "title_canon_sha256": "3f54ed49e9433a7a69097381c36cf5f0158cdadcc3dc7c383497dfcd6c33df76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.10245",
    "kind": "arxiv",
    "version": 4
  }
}