Pith Number

pith:AIQ4IBN3

pith:2021:AIQ4IBN3SAL2HEF4KRPYIGNDN4

not attested not anchored not stored refs pending

NaRLE: Natural Language Models using Reinforcement Learning with Emotion Feedback

Charles Lee, Jeremiah Greer, Ruijie Zhou, Soham Deshmukh

arxiv:2110.02148 v1 · 2021-10-05 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AIQ4IBN3SAL2HEF4KRPYIGNDN4}

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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

ADIFF: Explaining audio difference using natural language

Receipt and verification

First computed	2026-07-05T03:20:16.262465Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0221c405bb9017a390bc545f8419a36f3d98673a3aae9828cb46d1114f05668d

Aliases

arxiv: 2110.02148 · arxiv_version: 2110.02148v1 · doi: 10.48550/arxiv.2110.02148 · pith_short_12: AIQ4IBN3SAL2 · pith_short_16: AIQ4IBN3SAL2HEF4 · pith_short_8: AIQ4IBN3

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/AIQ4IBN3SAL2HEF4KRPYIGNDN4 \
  | 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: 0221c405bb9017a390bc545f8419a36f3d98673a3aae9828cb46d1114f05668d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca754437a2a21659b229a9423e66b921f4c58c99ddd0e2c555d612f5914e04bb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-10-05T16:24:19Z",
    "title_canon_sha256": "742a8f7227d8526ead620903a051cc82cd6a16482dda37afa25f44c9fa9140cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02148",
    "kind": "arxiv",
    "version": 1
  }
}