Pith Number

pith:UPMMNFR4

pith:2024:UPMMNFR4XSGQ4EX2VEVYTIPZZJ

not attested not anchored not stored refs pending

Entropy Law: The Story Behind Data Compression and LLM Performance

Chuhan Wu, Defu Lian, Enhong Chen, Hao Wang, Mingjia Yin, Ruiming Tang, Wei Guo, Yasheng Wang, Yong Liu, Yufei Wang

arxiv:2407.06645 v3 · 2024-07-09 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{UPMMNFR4XSGQ4EX2VEVYTIPZZJ}

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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

6 papers in Pith

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Search for Truth from Reasoning: A Dynamic Representation Editing Framework for Steering LLM Trajectories

Difficulty-Based Preference Data Selection by DPO Implicit Reward Gap

Transformers Can Learn Connectivity in Some Graphs but Not Others

Receipt and verification

First computed	2026-07-05T08:42:38.836802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3d8c6963cbc8d0e12faa92b89a1f9ca4bc752abab134662d14e37bb4ce6d50b

Aliases

arxiv: 2407.06645 · arxiv_version: 2407.06645v3 · doi: 10.48550/arxiv.2407.06645 · pith_short_12: UPMMNFR4XSGQ · pith_short_16: UPMMNFR4XSGQ4EX2 · pith_short_8: UPMMNFR4

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/UPMMNFR4XSGQ4EX2VEVYTIPZZJ \
  | 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: a3d8c6963cbc8d0e12faa92b89a1f9ca4bc752abab134662d14e37bb4ce6d50b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "820e2146e740d1babc265d6b312b3a1d87ac443145e40989e7cbe08c6b4784c7",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-09T08:14:29Z",
    "title_canon_sha256": "f2b1f979d3bb76baf45741ddfc4ad34850125fc7da7a5f2222471ce96f4d8d48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06645",
    "kind": "arxiv",
    "version": 3
  }
}