Pith Number

pith:AFOREMA5

pith:2022:AFOREMA532YXCSJCDRDFIH5FGA

not attested not anchored not stored refs pending

ALERT: Adapting Language Models to Reasoning Tasks

Asli Celikyilmaz, Badr AlKhamissi, Gargi Ghosh, Mona Diab, Olga Golovneva, Ping Yu, Siddharth Verma, Tianlu Wang, Zhijing Jin

arxiv:2212.08286 v2 · 2022-12-16 · cs.CL

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\usepackage{pith}
\pithnumber{AFOREMA532YXCSJCDRDFIH5FGA}

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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

Reasoning with Language Model is Planning with World Model

Receipt and verification

First computed	2026-07-05T06:55:38.543121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

015d12301ddeb17149221c46541fa5301fc51e6e0d9922df54e79c10bace044f

Aliases

arxiv: 2212.08286 · arxiv_version: 2212.08286v2 · doi: 10.48550/arxiv.2212.08286 · pith_short_12: AFOREMA532YX · pith_short_16: AFOREMA532YXCSJC · pith_short_8: AFOREMA5

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/AFOREMA532YXCSJCDRDFIH5FGA \
  | 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: 015d12301ddeb17149221c46541fa5301fc51e6e0d9922df54e79c10bace044f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0904ab2bc284ae85ba3dd1fd5a1736a8a87bfae3656750a8efb132ac4ccf2058",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-16T05:15:41Z",
    "title_canon_sha256": "a9b69e13a6f3be0c3900995b69758069ab2714bf12c6384c1b5026f5bef9109c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.08286",
    "kind": "arxiv",
    "version": 2
  }
}