Pith Number

pith:VUITO54Q

pith:2021:VUITO54QI7V6YCGWD2EEKY353N

not attested not anchored not stored refs pending

Goal-Directed Story Generation: Augmenting Generative Language Models with Reinforcement Learning

Amal Alabdulkarim, Lara J. Martin, Mark O. Riedl, Winston Li

arxiv:2112.08593 v1 · 2021-12-16 · 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{VUITO54QI7V6YCGWD2EEKY353N}

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

1 paper in Pith

Avoidance Decoding for Diverse Multi-Branch Story Generation

Receipt and verification

First computed	2026-07-05T03:41:30.866889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad1137779047ebec08d61e8845637ddb4760d40aff7eedf122b5f7370aa9af80

Aliases

arxiv: 2112.08593 · arxiv_version: 2112.08593v1 · doi: 10.48550/arxiv.2112.08593 · pith_short_12: VUITO54QI7V6 · pith_short_16: VUITO54QI7V6YCGW · pith_short_8: VUITO54Q

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/VUITO54QI7V6YCGWD2EEKY353N \
  | 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: ad1137779047ebec08d61e8845637ddb4760d40aff7eedf122b5f7370aa9af80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a479bddfa51996c3429e89b2821b18cef0f22d66addb10bcf02f0aa0700e5caf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-12-16T03:34:14Z",
    "title_canon_sha256": "48baabc2abfda1a2853f3e70217a82acdbca9271a99a3b3297bf92a4320a78e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08593",
    "kind": "arxiv",
    "version": 1
  }
}