Pith. sign in
Pith Number

pith:HVQWJZDW

pith:2023:HVQWJZDWNL66G4D34QOWKCKA3Z
not attested not anchored not stored refs pending

Symbol tuning improves in-context learning in language models

Andrew Lampinen, Da Huang, Denny Zhou, Jerry Wei, Le Hou, Quoc V. Le, Tengyu Ma, Xiangning Chen, Xinyun Chen, Yifeng Lu, Yi Tay

arxiv:2305.08298 v2 · 2023-05-15 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HVQWJZDWNL66G4D34QOWKCKA3Z}

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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 2026-07-05T07:29:10.795707Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3d6164e4766afde3707be41d650940de54af7922dd6266b293869693385eb88a

Aliases

arxiv: 2305.08298 · arxiv_version: 2305.08298v2 · doi: 10.48550/arxiv.2305.08298 · pith_short_12: HVQWJZDWNL66 · pith_short_16: HVQWJZDWNL66G4D3 · pith_short_8: HVQWJZDW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HVQWJZDWNL66G4D34QOWKCKA3Z \
  | 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: 3d6164e4766afde3707be41d650940de54af7922dd6266b293869693385eb88a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "eb9d0fce863ccfa6bb828f12ae059f2aba77b9dfa963e227e703a567fdc2699e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-15T01:59:58Z",
    "title_canon_sha256": "54146bb563c12f49bdcb3e6bf212fdb22efac43d3f81dfdf7050651a1e9493c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.08298",
    "kind": "arxiv",
    "version": 2
  }
}