Pith Number

pith:QFPYTDQS

pith:2026:QFPYTDQSVV6PM6OVZ3X6YMDQIT

not attested not anchored not stored refs pending

MAGE: Understanding Stability-Performance Trade-offs in Multi-component Prompt Optimization

Prateek Singh

arxiv:2607.11944 v1 · 2026-07-11 · cs.CL · 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{QFPYTDQSVV6PM6OVZ3X6YMDQIT}

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

Optimize Cheap, Deploy Strong: Cost-Aware Cross-Tier Transfer for Evolutionary Optimization

Receipt and verification

First computed	2026-07-15T00:21:24.329377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

815f898e12ad7cf679d5ceefec307044fe94e7493a2770352425bc2b29a35c05

Aliases

arxiv: 2607.11944 · arxiv_version: 2607.11944v1 · doi: 10.48550/arxiv.2607.11944 · pith_short_12: QFPYTDQSVV6P · pith_short_16: QFPYTDQSVV6PM6OV · pith_short_8: QFPYTDQS

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/QFPYTDQSVV6PM6OVZ3X6YMDQIT \
  | 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: 815f898e12ad7cf679d5ceefec307044fe94e7493a2770352425bc2b29a35c05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b4a9ce1ffd1bea08fb3fccf2d89534167869b05d3464a70bf997632b2c407b4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-11T10:05:58Z",
    "title_canon_sha256": "8796b95fbe5322dba75bd12849dcca87b6af65cf74e2772d03d5ac8206713734"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11944",
    "kind": "arxiv",
    "version": 1
  }
}