Pith Number

pith:7Q7V6GNJ

pith:2024:7Q7V6GNJFRJFADBCUEX4UDVPVA

not attested not anchored not stored refs pending

Evaluating the Efficacy of Foundational Models: Advancing Benchmarking Practices to Enhance Fine-Tuning Decision-Making

Oluyemi Enoch Amujo, Shanchieh Jay Yang

arxiv:2407.11006 v2 · 2024-06-25 · cs.CL · cs.AI · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7Q7V6GNJFRJFADBCUEX4UDVPVA}

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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

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

Receipt and verification

First computed	2026-07-05T08:57:23.685471Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc3f5f19a92c52500c22a12fca0eafa8014dc16f4d950fb82e2762b2d930691a

Aliases

arxiv: 2407.11006 · arxiv_version: 2407.11006v2 · doi: 10.48550/arxiv.2407.11006 · pith_short_12: 7Q7V6GNJFRJF · pith_short_16: 7Q7V6GNJFRJFADBC · pith_short_8: 7Q7V6GNJ

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/7Q7V6GNJFRJFADBCUEX4UDVPVA \
  | 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: fc3f5f19a92c52500c22a12fca0eafa8014dc16f4d950fb82e2762b2d930691a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23d05975a58da329024e72a18cf768993cecc006609748d48ebccec35600b382",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-25T20:52:31Z",
    "title_canon_sha256": "21ea32516092e94a5973705fdb84c77a12b829b9d9c2ad0ef91c8470265de3c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11006",
    "kind": "arxiv",
    "version": 2
  }
}