Pith Number

pith:DGHB3S3I

pith:2024:DGHB3S3IDBANTXEQ5IG5B2RBJW

not attested not anchored not stored refs pending

Learning to Summarize from LLM-generated Feedback

Gihun Lee, Hang Su, Hwanjun Song, Jason Cai, Jihwan Oh, Taewon Yun, Yuho Lee

arxiv:2410.13116 v2 · 2024-10-17 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DGHB3S3IDBANTXEQ5IG5B2RBJW}

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

Calibrating Model-Based Evaluation Metrics for Summarization

Learning to Control Summaries with Score Ranking

Receipt and verification

First computed	2026-07-05T10:05:13.541982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

198e1dcb681840d9dc90ea0dd0ea214d92243965aefcb6be8a549e2526a2310b

Aliases

arxiv: 2410.13116 · arxiv_version: 2410.13116v2 · doi: 10.48550/arxiv.2410.13116 · pith_short_12: DGHB3S3IDBAN · pith_short_16: DGHB3S3IDBANTXEQ · pith_short_8: DGHB3S3I

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/DGHB3S3IDBANTXEQ5IG5B2RBJW \
  | 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: 198e1dcb681840d9dc90ea0dd0ea214d92243965aefcb6be8a549e2526a2310b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f888f564da37e71ceabee347ceb9b663d95f181280179918b059f82de1d6fbf8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-17T01:01:09Z",
    "title_canon_sha256": "894935f99c1c2cbe6ab1e175e79e2df46eedf7c42f050132ede9f0876ef7e40c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13116",
    "kind": "arxiv",
    "version": 2
  }
}