Pith Number

pith:KLN3W7RI

pith:2023:KLN3W7RIMKWOENCFUSNZ5VMCYS

not attested not anchored not stored refs pending

Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation

Charles O'Neill, Ioana Ciuca, Jack Miller, Thang Bui, Yuan-Sen Ting

arxiv:2308.07645 v2 · 2023-08-15 · 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{KLN3W7RIMKWOENCFUSNZ5VMCYS}

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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

Guidance Contrastive Token Credit Assignment for Discrete Policy Optimization

Receipt and verification

First computed	2026-07-05T06:42:07.597541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52dbbb7e2862ace23445a49b9ed582c4b4ffc6375d7e3b171cd580ee40d3e911

Aliases

arxiv: 2308.07645 · arxiv_version: 2308.07645v2 · doi: 10.48550/arxiv.2308.07645 · pith_short_12: KLN3W7RIMKWO · pith_short_16: KLN3W7RIMKWOENCF · pith_short_8: KLN3W7RI

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/KLN3W7RIMKWOENCFUSNZ5VMCYS \
  | 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: 52dbbb7e2862ace23445a49b9ed582c4b4ffc6375d7e3b171cd580ee40d3e911

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f56f72ce22a4edc47cebcc6029c284c3ffb9ba9686a2994ca48021f6031fa19",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-15T08:49:14Z",
    "title_canon_sha256": "6cc8433c2704312390b814e31c158bc56606c00e48c56a64bbfe8cbc899106ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07645",
    "kind": "arxiv",
    "version": 2
  }
}