Pith. sign in
Pith Number

pith:KGQEOHWW

pith:2024:KGQEOHWW7G4BLE5CL5VIVB5Z45
not attested not anchored not stored refs pending

Prompt Refinement or Fine-tuning? Best Practices for using LLMs in Computational Social Science Tasks

Anders Giovanni M{\o}ller, Luca Maria Aiello

arxiv:2408.01346 v1 · 2024-08-02 · cs.CY · cs.CL · physics.soc-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KGQEOHWW7G4BLE5CL5VIVB5Z45}

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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 2026-07-05T08:51:30.476566Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

51a0471ed6f9b81593a25f6a8a87b9e749d4eb28b183b3b4a73faded7336f76c

Aliases

arxiv: 2408.01346 · arxiv_version: 2408.01346v1 · doi: 10.48550/arxiv.2408.01346 · pith_short_12: KGQEOHWW7G4B · pith_short_16: KGQEOHWW7G4BLE5C · pith_short_8: KGQEOHWW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KGQEOHWW7G4BLE5CL5VIVB5Z45 \
  | 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: 51a0471ed6f9b81593a25f6a8a87b9e749d4eb28b183b3b4a73faded7336f76c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6788f69d00cdcc62939c132509ea641dafcf0748f3f1e272bcaca43c5542a447",
    "cross_cats_sorted": [
      "cs.CL",
      "physics.soc-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-08-02T15:46:36Z",
    "title_canon_sha256": "5bfbb8af305e7effbf876e98f840d53a793c455bbb14db507c8ab39dd1297653"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.01346",
    "kind": "arxiv",
    "version": 1
  }
}