Pith Number

pith:4V27FCUP

pith:2024:4V27FCUP3D4B3ALCMAMHQYE3BA

not attested not anchored not stored refs pending

A Statistical Framework for Data-dependent Retrieval-Augmented Models

Ankit Singh Rawat, Manzil Zaheer, Soumya Basu

arxiv:2408.15399 v1 · 2024-08-27 · 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{4V27FCUP3D4B3ALCMAMHQYE3BA}

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.

Receipt and verification

First computed	2026-07-05T09:00:11.215634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e575f28a8fd8f81d8162601878609b083f91c1c322fe576589fbad9aefe424f2

Aliases

arxiv: 2408.15399 · arxiv_version: 2408.15399v1 · doi: 10.48550/arxiv.2408.15399 · pith_short_12: 4V27FCUP3D4B · pith_short_16: 4V27FCUP3D4B3ALC · pith_short_8: 4V27FCUP

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/4V27FCUP3D4B3ALCMAMHQYE3BA \
  | 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: e575f28a8fd8f81d8162601878609b083f91c1c322fe576589fbad9aefe424f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ba4cf704338a0f5fb9fd0371820ae192b187bd581a3ad14c0c284cf92aa7d91",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-27T20:51:06Z",
    "title_canon_sha256": "085f28770fc8b03c7ed2a44dbe98cd38dadf72472d574a2230d06e63987feb58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.15399",
    "kind": "arxiv",
    "version": 1
  }
}