Pith Number

pith:LFYL2H4N

pith:2024:LFYL2H4NUBJEOXEXNLWCFHVVWA

not attested not anchored not stored refs pending

Improving Context-Aware Preference Modeling for Language Models

Alessandro Sordoni, Nicolas Le Roux, Silviu Pitis, Ziang Xiao

arxiv:2407.14916 v2 · 2024-07-20 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LFYL2H4NUBJEOXEXNLWCFHVVWA}

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	2026-07-05T09:31:47.592035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5970bd1f8da052475c976aec229eb5b02f5844786f817e86a028a1d215bb6b44

Aliases

arxiv: 2407.14916 · arxiv_version: 2407.14916v2 · doi: 10.48550/arxiv.2407.14916 · pith_short_12: LFYL2H4NUBJE · pith_short_16: LFYL2H4NUBJEOXEX · pith_short_8: LFYL2H4N

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/LFYL2H4NUBJEOXEXNLWCFHVVWA \
  | 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: 5970bd1f8da052475c976aec229eb5b02f5844786f817e86a028a1d215bb6b44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37a25513afaf24d8b459ee931004f47448d4a63c2d739074d1463cc0d3ffaf1c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-20T16:05:17Z",
    "title_canon_sha256": "7788be3585dabde569ac11d89fe4a7f443b56df10338befc800286fd437216e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.14916",
    "kind": "arxiv",
    "version": 2
  }
}