Pith. sign in
Pith Number

pith:VKIBJWX4

pith:2025:VKIBJWX4BMIE5DS2RADH42OLBA
not attested not anchored not stored refs pending

Brewing Knowledge in Context: Distillation Perspectives on In-Context Learning

Chengye Li, Haiyun Liu, Yuanxi Li

arxiv:2506.11516 v1 · 2025-06-13 · cs.LG · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VKIBJWX4BMIE5DS2RADH42OLBA}

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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 2026-07-05T11:21:05.924377Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

aa9014dafc0b104e8e5a88067e69cb08090bac5cba5333910e3b9c9a54600796

Aliases

arxiv: 2506.11516 · arxiv_version: 2506.11516v1 · doi: 10.48550/arxiv.2506.11516 · pith_short_12: VKIBJWX4BMIE · pith_short_16: VKIBJWX4BMIE5DS2 · pith_short_8: VKIBJWX4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VKIBJWX4BMIE5DS2RADH42OLBA \
  | 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: aa9014dafc0b104e8e5a88067e69cb08090bac5cba5333910e3b9c9a54600796
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "606902c6588ddc473bb327c027474309d0f02e4461e20ea5403b0537c99aab87",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-13T07:17:41Z",
    "title_canon_sha256": "27dda48a775075285bf0fa6800c2e87854bd20f031d2127893be973d0fe68d8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11516",
    "kind": "arxiv",
    "version": 1
  }
}