Pith Number

pith:YC4FPX65

pith:2024:YC4FPX65QDSXCSXPZ2W4RZAVAL

not attested not anchored not stored refs pending

Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels

Avirup Sil, Christopher Potts, Faraz Khoubsirat, Jasper Xian, Md Arafat Sultan, Omar Khattab, Radu Florian, Ronak Pradeep, Salim Roukos, Saron Samuel

arxiv:2406.11706 v1 · 2024-06-17 · cs.IR · 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{YC4FPX65QDSXCSXPZ2W4RZAVAL}

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

Towards Spec Learning: Inference-Time Alignment from Preference Pairs

Receipt and verification

First computed	2026-07-05T08:32:56.667415Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0b857dfdd80e5714aefceadc8e41502c251b1a36e3690ec6e49961653b5777d

Aliases

arxiv: 2406.11706 · arxiv_version: 2406.11706v1 · doi: 10.48550/arxiv.2406.11706 · pith_short_12: YC4FPX65QDSX · pith_short_16: YC4FPX65QDSXCSXP · pith_short_8: YC4FPX65

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/YC4FPX65QDSXCSXPZ2W4RZAVAL \
  | 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: c0b857dfdd80e5714aefceadc8e41502c251b1a36e3690ec6e49961653b5777d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aed02561271a75541a2905f6de10eb76e3afb47a51174960133f085b58a5c343",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-06-17T16:25:55Z",
    "title_canon_sha256": "33bf57f5cd52234bb6ee9791010501cbd58ff445ea2b0d02376c045c2cf65af6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.11706",
    "kind": "arxiv",
    "version": 1
  }
}