Pith Number

pith:NALOFLVV

pith:2024:NALOFLVVY4DH35AHVVY76RF4TW

not attested not anchored not stored refs pending

An Empirical Study on Challenges for LLM Application Developers

Chaoyang Gao, Chunyang Chen, Guangbei Zhang, Xiang Chen, Yong Liu

arxiv:2408.05002 v5 · 2024-08-06 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NALOFLVVY4DH35AHVVY76RF4TW}

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

All Green, Still Broken: Real-Flow Verification Lessons from an LLM-Integrated, Multi-Market Web Application

Receipt and verification

First computed	2026-07-05T10:15:45.076491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6816e2aeb5c7067df407ad71ff44bc9dba7e793ae58fec3e5a4125d67bfcacdb

Aliases

arxiv: 2408.05002 · arxiv_version: 2408.05002v5 · doi: 10.48550/arxiv.2408.05002 · pith_short_12: NALOFLVVY4DH · pith_short_16: NALOFLVVY4DH35AH · pith_short_8: NALOFLVV

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/NALOFLVVY4DH35AHVVY76RF4TW \
  | 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: 6816e2aeb5c7067df407ad71ff44bc9dba7e793ae58fec3e5a4125d67bfcacdb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "525e5092286b284d23c6d5eb50a3eecafaf5d4f3ecc4a54d4f90b8735b13140b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-06T05:46:28Z",
    "title_canon_sha256": "a120fa8dc1698ee6f754fc86d1753736269f92051c514a914815850cdf9628a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05002",
    "kind": "arxiv",
    "version": 5
  }
}