Pith Number

pith:TDJXDWZL

pith:2024:TDJXDWZLTSGGGYW57YCLKO2JLG

not attested not anchored not stored refs pending

What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions

Adithya Pratapa, Eduard Hovy, Emma Strubell, Eric Xing, Hwijeen Ahn, Jeff Schneider, Juhan Bae, Kewen Zhao, Minsoo Kang, Roger Grosse, Sang Keun Choe, Teruko Mitamura, Willie Neiswanger, Youngseog Chung

arxiv:2405.13954 v1 · 2024-05-22 · cs.LG · cs.AI · 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{TDJXDWZLTSGGGYW57YCLKO2JLG}

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

11 papers in Pith

DRIFT: Refining Instruction Data via On-Policy Data Attribution

DeMix: Debugging Training Data with Mixed Data Error Types by Investigating Influence Vectors

What's a Credit Worth? A Market Framework for Attribution-Aware Compensation in Generative Music

TimeBlocks: Foundational and Continual Time-Series Blockbase -- Extended Version

Quantifying the Agreement Between Data-Influence and Data-Similarity to Understand LLM Behavior

Receipt and verification

First computed	2026-07-05T08:22:08.735981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

98d371db2b9c8c6362ddfe04b53b4959a10258847448b097e037aea225e26c2c

Aliases

arxiv: 2405.13954 · arxiv_version: 2405.13954v1 · doi: 10.48550/arxiv.2405.13954 · pith_short_12: TDJXDWZLTSGG · pith_short_16: TDJXDWZLTSGGGYW5 · pith_short_8: TDJXDWZL

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/TDJXDWZLTSGGGYW57YCLKO2JLG \
  | 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: 98d371db2b9c8c6362ddfe04b53b4959a10258847448b097e037aea225e26c2c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83212063679467943bf47fd74bcaca59f422706cf75e4f6d27846d3bd1a5d5d1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-22T19:39:05Z",
    "title_canon_sha256": "b86c58f35ced1f34ad8c6b0b137f0bf836f10775a16dee8d0263c01fe170d977"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13954",
    "kind": "arxiv",
    "version": 1
  }
}