Pith Number

pith:RLOFPROP

pith:2024:RLOFPROP6YAYEGVHKZTFHPSA7R

not attested not anchored not stored refs pending

Semantic Loss Guided Data Efficient Supervised Fine Tuning for Safe Responses in LLMs

Arunesh Sinha, Pradeep Varakantham, Yuxiao Lu

arxiv:2412.06843 v2 · 2024-12-07 · 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{RLOFPROP6YAYEGVHKZTFHPSA7R}

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	2026-07-05T09:47:38.403046Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8adc57c5cff601821aa7566653be40fc7ab4672f97203f230297d8a09992e559

Aliases

arxiv: 2412.06843 · arxiv_version: 2412.06843v2 · doi: 10.48550/arxiv.2412.06843 · pith_short_12: RLOFPROP6YAY · pith_short_16: RLOFPROP6YAYEGVH · pith_short_8: RLOFPROP

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/RLOFPROP6YAYEGVHKZTFHPSA7R \
  | 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: 8adc57c5cff601821aa7566653be40fc7ab4672f97203f230297d8a09992e559

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be3bfd02519136b434ea5768acc4fa73da5bddcb26fd7cca16afe8695f81fe80",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-07T16:35:14Z",
    "title_canon_sha256": "a28a9052e42abca3810a9b2de474ed3c475bd651857eb7ddcfca275e1d1dc9c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06843",
    "kind": "arxiv",
    "version": 2
  }
}