Pith Number

pith:T2UI65V2

pith:2022:T2UI65V2EJ3WFNB24FQSSNZGWN

not attested not anchored not stored refs pending

Context-Aware Language Modeling for Goal-Oriented Dialogue Systems

Charlie Snell, Justin Fu, Mengjiao Yang, Sergey Levine, Yi Su

arxiv:2204.10198 v2 · 2022-04-18 · 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{T2UI65V2EJ3WFNB24FQSSNZGWN}

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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

Reinforcement Learning for Machine Learning Engineering Agents

Receipt and verification

First computed	2026-07-05T04:16:55.784502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ea88f76ba227762b43ae161293726b34d4f7c94303c5f171e0ab463f86da9d9

Aliases

arxiv: 2204.10198 · arxiv_version: 2204.10198v2 · doi: 10.48550/arxiv.2204.10198 · pith_short_12: T2UI65V2EJ3W · pith_short_16: T2UI65V2EJ3WFNB2 · pith_short_8: T2UI65V2

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/T2UI65V2EJ3WFNB24FQSSNZGWN \
  | 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: 9ea88f76ba227762b43ae161293726b34d4f7c94303c5f171e0ab463f86da9d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a51a3e62324818995c6e81959e840fd81db1787e14981c024452c55fad687ab2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-04-18T17:23:11Z",
    "title_canon_sha256": "80b7bd64656b6783e245b76f33382f112d8df9d98102b4654f596324dcc23eba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.10198",
    "kind": "arxiv",
    "version": 2
  }
}