Pith. sign in
Pith Number

pith:HWVMSN4V

pith:2022:HWVMSN4VYRYK74LDOXJV7RA6AE
not attested not anchored not stored refs pending

BBTv2: Towards a Gradient-Free Future with Large Language Models

Hong Qian, Tianxiang Sun, Xipeng Qiu, Xuanjing Huang, Yunhua Zhou, Zhengfu He

arxiv:2205.11200 v2 · 2022-05-23 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HWVMSN4VYRYK74LDOXJV7RA6AE}

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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 2026-07-05T05:06:31.535253Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3daac93795c470aff16375d35fc41e01376f6569f2608c97262546a6b6809749

Aliases

arxiv: 2205.11200 · arxiv_version: 2205.11200v2 · doi: 10.48550/arxiv.2205.11200 · pith_short_12: HWVMSN4VYRYK · pith_short_16: HWVMSN4VYRYK74LD · pith_short_8: HWVMSN4V
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HWVMSN4VYRYK74LDOXJV7RA6AE \
  | 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: 3daac93795c470aff16375d35fc41e01376f6569f2608c97262546a6b6809749
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d5abbc45adcec38ee131eb68aedb91725d1faea4cc5065dbc4b289ec8bc923c3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-23T11:10:19Z",
    "title_canon_sha256": "1db61f987680cc30236973b688683e29f621146c8362df46a2eb1ae6f1fdd59f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11200",
    "kind": "arxiv",
    "version": 2
  }
}