Pith Number

pith:BA4XYAMX

pith:2024:BA4XYAMX676V2HU6SJH6PV3ZOL

not attested not anchored not stored refs pending

Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting

Eleanor Carter, Felix-Anselm van Lier, Harry Bregazzi, Iman Munire Bilal, Juliana Outes Velarde, Mara Airoldi, Miguel Arana-Catania, Rob Procter, Zheng Fang

arxiv:2412.08578 v1 · 2024-12-11 · cs.CL · cs.CY · cs.DL · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BA4XYAMX676V2HU6SJH6PV3ZOL}

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	2026-07-05T09:47:52.187917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08397c0197f7fd5d1e9e924fe7d77972fc5dd04dd3f5209946818669e4f71362

Aliases

arxiv: 2412.08578 · arxiv_version: 2412.08578v1 · doi: 10.48550/arxiv.2412.08578 · pith_short_12: BA4XYAMX676V · pith_short_16: BA4XYAMX676V2HU6 · pith_short_8: BA4XYAMX

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/BA4XYAMX676V2HU6SJH6PV3ZOL \
  | 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: 08397c0197f7fd5d1e9e924fe7d77972fc5dd04dd3f5209946818669e4f71362

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf337aae503f79c7df4dbe7b1b87ea8961ce35bd85251eb4c255aeb07c7dceb5",
    "cross_cats_sorted": [
      "cs.CY",
      "cs.DL",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-11T17:54:01Z",
    "title_canon_sha256": "0cb9889b96cc8ae07166a28993da695077a53f66527ca19a21f0f307e72fdbff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08578",
    "kind": "arxiv",
    "version": 1
  }
}