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Pith Number

pith:ZJ3Z52CQ

pith:2022:ZJ3Z52CQOQ6W45R6F647LJ54NK
not attested not anchored not stored refs pending

Towards Better Few-Shot and Finetuning Performance with Forgetful Causal Language Models

Hao Liu, Igor Mordatch, Lisa Lee, Pieter Abbeel, Sergey Levine, Sharan Narang, Xinyang Geng

arxiv:2210.13432 v2 · 2022-10-24 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZJ3Z52CQOQ6W45R6F647LJ54NK}

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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.
Receipt and verification
First computed 2026-07-05T05:37:09.825651Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ca779ee850743d6e763e2fb9f5a7bc6a9bcaf6801a49ef0024c37e5ac573a1e5

Aliases

arxiv: 2210.13432 · arxiv_version: 2210.13432v2 · doi: 10.48550/arxiv.2210.13432 · pith_short_12: ZJ3Z52CQOQ6W · pith_short_16: ZJ3Z52CQOQ6W45R6 · pith_short_8: ZJ3Z52CQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZJ3Z52CQOQ6W45R6F647LJ54NK \
  | 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: ca779ee850743d6e763e2fb9f5a7bc6a9bcaf6801a49ef0024c37e5ac573a1e5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7a5621a84422de833ccc71b8a8f8c640a55c1963a8803e337a1d6e77aa224730",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-24T17:46:57Z",
    "title_canon_sha256": "129de690c9f765408954989a537b97efaded82ad7c51718024de2ed553547810"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13432",
    "kind": "arxiv",
    "version": 2
  }
}