Pith Number

pith:AHCVTNHJ

pith:2026:AHCVTNHJW7HFPFXJ7OZFWL54XQ

not attested not anchored not stored refs pending

Beyond Ideal Instruction: A Comprehensive Framework for Evaluating LLMs in Realistic Interactions

Chunxiao Liu, Hao Xu, Hongsheng Xin, Kaike Zhang, Ning Miao, Tingfeng Hui, Xuan Yang

arxiv:2606.03318 v1 · 2026-06-02 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AHCVTNHJW7HFPFXJ7OZFWL54XQ}

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.

Receipt and verification

First computed	2026-06-03T01:05:54.849233Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01c559b4e9b7ce5796e9fbb25b2fbcbc1d05b6835a1b27425d56d7147f90809a

Aliases

arxiv: 2606.03318 · arxiv_version: 2606.03318v1 · doi: 10.48550/arxiv.2606.03318 · pith_short_12: AHCVTNHJW7HF · pith_short_16: AHCVTNHJW7HFPFXJ · pith_short_8: AHCVTNHJ

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/AHCVTNHJW7HFPFXJ7OZFWL54XQ \
  | 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: 01c559b4e9b7ce5796e9fbb25b2fbcbc1d05b6835a1b27425d56d7147f90809a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "250bb573fb777ec86332c2912f51bf2e9c4e9e7b85896e96511bc67cbeb2b53b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-02T08:28:37Z",
    "title_canon_sha256": "b627a07e74d4f2d6fe2dc39f2e20b360527def0ae9851dad34b08c07f2f5ee58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.03318",
    "kind": "arxiv",
    "version": 1
  }
}