Pith Number

pith:MTMPMRC6

pith:2024:MTMPMRC6MZU4ZKJX4ZP4UGWVN4

not attested not anchored not stored refs pending

Challenges and Future Directions of Data-Centric AI Alignment

Jeffrey Wang, Leitian Tao, Min-Hsuan Yeh, Seongheon Park, Shawn Im, Xuefeng Du, Yixuan Li

arxiv:2410.01957 v2 · 2024-10-02 · 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{MTMPMRC6MZU4ZKJX4ZP4UGWVN4}

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

A Technical Survey of Reinforcement Learning Techniques for Large Language Models

Receipt and verification

First computed	2026-07-05T10:57:20.406187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64d8f6445e6669cca937e65fca1ad56f2a6fdbda5ac0b546f6cc1047117071a9

Aliases

arxiv: 2410.01957 · arxiv_version: 2410.01957v2 · doi: 10.48550/arxiv.2410.01957 · pith_short_12: MTMPMRC6MZU4 · pith_short_16: MTMPMRC6MZU4ZKJX · pith_short_8: MTMPMRC6

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/MTMPMRC6MZU4ZKJX4ZP4UGWVN4 \
  | 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: 64d8f6445e6669cca937e65fca1ad56f2a6fdbda5ac0b546f6cc1047117071a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd8ef08f883d079945492c69f4a84862a2f405f8ef0cabc9b232fa8f7d83f03a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-02T19:03:42Z",
    "title_canon_sha256": "5c258a7cc4773ee9cdc41e329e2cc508493a19112fcb53fae27146599bb878fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01957",
    "kind": "arxiv",
    "version": 2
  }
}