Pith Number

pith:4GNRTZIZ

pith:2024:4GNRTZIZBQ33JFH7ULH3EO7ZQN

not attested not anchored not stored refs pending

Fine-Tuning and Prompt Optimization: Two Great Steps that Work Better Together

Christopher Potts, Dilara Soylu, Omar Khattab

arxiv:2407.10930 v2 · 2024-07-15 · 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{4GNRTZIZBQ33JFH7ULH3EO7ZQN}

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

2 papers in Pith

Learning, Fast and Slow: Towards LLMs That Adapt Continually

Receipt and verification

First computed	2026-07-05T09:16:51.039898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e19b19e5190c37b494ffa2cfb23bf983621237b76c5441851b9efa231b5727b4

Aliases

arxiv: 2407.10930 · arxiv_version: 2407.10930v2 · doi: 10.48550/arxiv.2407.10930 · pith_short_12: 4GNRTZIZBQ33 · pith_short_16: 4GNRTZIZBQ33JFH7 · pith_short_8: 4GNRTZIZ

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/4GNRTZIZBQ33JFH7ULH3EO7ZQN \
  | 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: e19b19e5190c37b494ffa2cfb23bf983621237b76c5441851b9efa231b5727b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "731bf76f713ba1be799197d5fca4ab30bba2667efbccc56ba6779c47ba65131e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-15T17:30:31Z",
    "title_canon_sha256": "c144eb391afe603da82183629b27cea8cee585e285a6d495de17d06d5103c7f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10930",
    "kind": "arxiv",
    "version": 2
  }
}