Pith. sign in
Pith Number

pith:3QYFWAUI

pith:2024:3QYFWAUIAYYFB6VXHX6BXTXH4W
not attested not anchored not stored refs pending

Integrating Expert Labels into LLM-based Emission Goal Detection: Example Selection vs Automatic Prompt Design

Adrian Ulges, Anne Uersfeld, Florian Faust, Marco Wrzalik, Viola Campos

arxiv:2412.06432 v2 · 2024-12-09 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3QYFWAUIAYYFB6VXHX6BXTXH4W}

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 2026-07-05T11:29:52.960918Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dc305b0288063050fab73dfc1bcee7e59e73a8678f247a6b239926a8ac3baa61

Aliases

arxiv: 2412.06432 · arxiv_version: 2412.06432v2 · doi: 10.48550/arxiv.2412.06432 · pith_short_12: 3QYFWAUIAYYF · pith_short_16: 3QYFWAUIAYYFB6VX · pith_short_8: 3QYFWAUI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3QYFWAUIAYYFB6VXHX6BXTXH4W \
  | 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: dc305b0288063050fab73dfc1bcee7e59e73a8678f247a6b239926a8ac3baa61
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7ce9ce9edab9ac96588e13addb2689367f2f66b4f5a6a04be00b9c21ee05b8b4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-09T12:20:33Z",
    "title_canon_sha256": "4a53fabc7e4942d874471f9ef074bc1a1059352062b2c02d60bc2dbfc150360d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06432",
    "kind": "arxiv",
    "version": 2
  }
}