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pith:MBY6CFOV

pith:2021:MBY6CFOV5EG5PY4LNXJR3CM7SI
not attested not anchored not stored refs pending

Thinking Aloud: Dynamic Context Generation Improves Zero-Shot Reasoning Performance of GPT-2

Christian Voigt, Gregor Betz, Kyle Richardson

arxiv:2103.13033 v1 · 2021-03-24 · cs.CL

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\usepackage{pith}
\pithnumber{MBY6CFOV5EG5PY4LNXJR3CM7SI}

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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

Receipt and verification
First computed 2026-07-05T02:26:04.927015Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6071e115d5e90dd7e38b6dd31d899f92346ef867b08d9d4873c1e973f5fa9fc7

Aliases

arxiv: 2103.13033 · arxiv_version: 2103.13033v1 · doi: 10.48550/arxiv.2103.13033 · pith_short_12: MBY6CFOV5EG5 · pith_short_16: MBY6CFOV5EG5PY4L · pith_short_8: MBY6CFOV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MBY6CFOV5EG5PY4LNXJR3CM7SI \
  | 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: 6071e115d5e90dd7e38b6dd31d899f92346ef867b08d9d4873c1e973f5fa9fc7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fc84250acd47d45fac418f1347ff2f1f81b8fc26683e4820e4921e86a4ed7bd2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-03-24T07:33:25Z",
    "title_canon_sha256": "57482c44c9298ece0c4e67acf7dc3e4fcb987a2ef79659406fc1bcb4398144c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.13033",
    "kind": "arxiv",
    "version": 1
  }
}