Pith Number

pith:CO53HCBH

pith:2023:CO53HCBHRWQGWMRZI57XIXZXUA

not attested not anchored not stored refs pending

PREFER: Prompt Ensemble Learning via Feedback-Reflect-Refine

Chenrui Zhang, Chuyuan Wang, Hongyu Wang, Jinpeng Wang, Lin Liu, Mingchen Cai, Xiao Sun

arxiv:2308.12033 v1 · 2023-08-23 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CO53HCBHRWQGWMRZI57XIXZXUA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

A Survey on Large Language Model based Autonomous Agents

Receipt and verification

First computed	2026-07-05T06:43:58.478405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13bbb388278da06b3239477f745f37a03ddd7c473f2f71f8eda50fd24d73b5c3

Aliases

arxiv: 2308.12033 · arxiv_version: 2308.12033v1 · doi: 10.48550/arxiv.2308.12033 · pith_short_12: CO53HCBHRWQG · pith_short_16: CO53HCBHRWQGWMRZ · pith_short_8: CO53HCBH

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CO53HCBHRWQGWMRZI57XIXZXUA \
  | 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: 13bbb388278da06b3239477f745f37a03ddd7c473f2f71f8eda50fd24d73b5c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63bc95ba254bb59fbae27ded836a114a2f2fee7fb01a2ed733e19b4363c99414",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-23T09:46:37Z",
    "title_canon_sha256": "be343d939744c587353208a95379a353af7027599f2e774b0a3c02a175c23ea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12033",
    "kind": "arxiv",
    "version": 1
  }
}