Pith Number

pith:KFT2M7CE

pith:2023:KFT2M7CEYM4NW7ZMER773ZSQFJ

not attested not anchored not stored refs pending

COSMIC: Data Efficient Instruction-tuning For Speech In-Context Learning

Jian Wu, Jing Pan, Jinyu Li, Shujie Liu, Sunit Sivasankaran, Yashesh Gaur, Zhuo Chen

arxiv:2311.02248 v2 · 2023-11-03 · cs.CL · cs.AI · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KFT2M7CEYM4NW7ZMER773ZSQFJ}

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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

FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations

Receipt and verification

First computed	2026-07-05T08:31:44.095444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5167a67c44c338db7f2c247ffde6502a65a1e72d10e36d91543de03ad517c43b

Aliases

arxiv: 2311.02248 · arxiv_version: 2311.02248v2 · doi: 10.48550/arxiv.2311.02248 · pith_short_12: KFT2M7CEYM4N · pith_short_16: KFT2M7CEYM4NW7ZM · pith_short_8: KFT2M7CE

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/KFT2M7CEYM4NW7ZMER773ZSQFJ \
  | 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: 5167a67c44c338db7f2c247ffde6502a65a1e72d10e36d91543de03ad517c43b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c8f8b10e1f2982e83aadab83faa8de448a960f567e520cdfc0af66908114645",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-03T21:47:03Z",
    "title_canon_sha256": "565dcdb8861283389dcc4b43332cdfbe536dc96d28959bd8c835812fb3862291"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02248",
    "kind": "arxiv",
    "version": 2
  }
}