Pith Number

pith:EMFOBRGF

pith:2024:EMFOBRGF7PEA2NN644RRCQ2ABA

not attested not anchored not stored refs pending

A Little Help Goes a Long Way: Efficient LLM Training by Leveraging Small LMs

Aditya Krishna Menon, Afshin Rostamizadeh, Ankit Singh Rawat, Ayan Chakrabarti, Hrayr Harutyunyan, Nikunj Saunshi, Rakesh Shivanna, Rohan Anil, Sanjiv Kumar, Sashank J. Reddi, Seungyeon Kim, Veeranjaneyulu Sadhanala, Vladimir Feinberg, Wittawat Jitkrittum, Zachary Nado

arxiv:2410.18779 v1 · 2024-10-24 · cs.LG · 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{EMFOBRGF7PEA2NN644RRCQ2ABA}

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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

2 papers in Pith

CoDistill-GRPO: A Co-Distillation Recipe for Efficient Group Relative Policy Optimization

DP-FlogTinyLLM: Differentially private federated log anomaly detection using Tiny LLMs

Receipt and verification

First computed	2026-07-05T09:25:13.556167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

230ae0c4c5fbc80d35bee723114340082792f51785a3c6eba012586bfb248d1c

Aliases

arxiv: 2410.18779 · arxiv_version: 2410.18779v1 · doi: 10.48550/arxiv.2410.18779 · pith_short_12: EMFOBRGF7PEA · pith_short_16: EMFOBRGF7PEA2NN6 · pith_short_8: EMFOBRGF

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/EMFOBRGF7PEA2NN644RRCQ2ABA \
  | 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: 230ae0c4c5fbc80d35bee723114340082792f51785a3c6eba012586bfb248d1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b85f3f7e997670375b672e4b27060c07ad208977fc4b3d8afbf4b1c4ef3268f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-24T14:31:52Z",
    "title_canon_sha256": "de81ec6a5cd4c697450b7a45ff6cb6a2545b68ebf5e4c17430da5a2696773ff1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18779",
    "kind": "arxiv",
    "version": 1
  }
}