Pith Number

pith:6V6WFWW4

pith:2024:6V6WFWW4ROSUZIRLTDUKEUAVKD

not attested not anchored not stored refs pending

Instruction Fine-Tuning: Does Prompt Loss Matter?

Mathew Huerta-Enochian, Seung Yong Ko

arxiv:2401.13586 v4 · 2024-01-24 · cs.LG · cs.AI · 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{6V6WFWW4ROSUZIRLTDUKEUAVKD}

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

2 papers in Pith

Techniques for Peak Memory Reduction for LoRA Fine-tuning of LLMs on Edge Devices

High-quality generation of dynamic game content via small language models: A proof of concept

Receipt and verification

First computed	2026-07-05T09:19:53.716620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f57d62dadc8ba54ca22b98e8a2501550cbce8e1651f9220ce5e11554b97e75a6

Aliases

arxiv: 2401.13586 · arxiv_version: 2401.13586v4 · doi: 10.48550/arxiv.2401.13586 · pith_short_12: 6V6WFWW4ROSU · pith_short_16: 6V6WFWW4ROSUZIRL · pith_short_8: 6V6WFWW4

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/6V6WFWW4ROSUZIRLTDUKEUAVKD \
  | 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: f57d62dadc8ba54ca22b98e8a2501550cbce8e1651f9220ce5e11554b97e75a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f597be25c1b9ed51bddafbc42668a66748f588b5ccb1b2cb1cf42a39a86341e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-24T16:51:23Z",
    "title_canon_sha256": "5c4be94765f2bc34c25423262c2895de68dbc6b187b37e909d3fdc1ce8b6480d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13586",
    "kind": "arxiv",
    "version": 4
  }
}