Pith Number

pith:RTC4YTDP

pith:2024:RTC4YTDPB3UM2Y3J4PTPCLQBXT

not attested not anchored not stored refs pending

Improving the Ability of Pre-trained Language Model by Imparting Large Language Model's Experience

Chao Ni, Xiaodan Xu, Xiaohu Yang, Xinrui Li, Xin Yin

arxiv:2408.08553 v2 · 2024-08-16 · 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{RTC4YTDPB3UM2Y3J4PTPCLQBXT}

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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.

Cited by

1 paper in Pith

What You See Is What You Get: Attention-based Self-guided Automatic Unit Test Generation

Receipt and verification

First computed	2026-07-05T10:01:15.451047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8cc5cc4c6f0ee8cd6369e3e6f12e01bcdb139781d96ad2144c8b8878b0894e4b

Aliases

arxiv: 2408.08553 · arxiv_version: 2408.08553v2 · doi: 10.48550/arxiv.2408.08553 · pith_short_12: RTC4YTDPB3UM · pith_short_16: RTC4YTDPB3UM2Y3J · pith_short_8: RTC4YTDP

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/RTC4YTDPB3UM2Y3J4PTPCLQBXT \
  | 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: 8cc5cc4c6f0ee8cd6369e3e6f12e01bcdb139781d96ad2144c8b8878b0894e4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49835b390c68c8d71a561e5e552fe3bb751e1400af1a254e063a3ad61da735f7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-08-16T06:37:59Z",
    "title_canon_sha256": "20dfca831dd3568a8e1844ff85a04a434e5c86577e349ae6b157f4ad93b584c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.08553",
    "kind": "arxiv",
    "version": 2
  }
}