Pith Number

pith:AVOTLRIS

pith:2024:AVOTLRISYCA6OV7S7ZP46F4AW4

not attested not anchored not stored refs pending

FineTuneBench: How well do commercial fine-tuning APIs infuse knowledge into LLMs?

Eric Wu, James Zou, Kevin Wu

arxiv:2411.05059 v2 · 2024-11-07 · cs.CL · cs.AI · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AVOTLRISYCA6OV7S7ZP46F4AW4}

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

3 papers in Pith

Ten Headache Specialists versus Artificial Intelligence for Clinical Literature Summarization: A Critical Evaluation and Comparison

Assessment of RAG and Fine-Tuning for Industrial Question-Answering-Applications

Application-Driven Pedagogical Knowledge Optimization of Open-Source LLMs via Reinforcement Learning and Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:34:00.511473Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

055d35c512c081e757f2fe5fcf1780b72959e1b6cbd4ffb8b12d5ea9d2ce4590

Aliases

arxiv: 2411.05059 · arxiv_version: 2411.05059v2 · doi: 10.48550/arxiv.2411.05059 · pith_short_12: AVOTLRISYCA6 · pith_short_16: AVOTLRISYCA6OV7S · pith_short_8: AVOTLRIS

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/AVOTLRISYCA6OV7S7ZP46F4AW4 \
  | 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: 055d35c512c081e757f2fe5fcf1780b72959e1b6cbd4ffb8b12d5ea9d2ce4590

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b0d3660f2f76d384b440a0b834b07e32776b87ed20f66481acc3423e86061ab",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-07T18:22:14Z",
    "title_canon_sha256": "7f6f2c43c45fff76889f79c087f44515e0690c4c90c1a2b5813c1509cf8be43a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.05059",
    "kind": "arxiv",
    "version": 2
  }
}