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Pith Number

pith:X3GTCZB4

pith:2022:X3GTCZB4L53UX46WZQTNM2IYXB
not attested not anchored not stored refs pending

MultiInstruct: Improving Multi-Modal Zero-Shot Learning via Instruction Tuning

Lifu Huang, Ying Shen, Zhiyang Xu

arxiv:2212.10773 v3 · 2022-12-21 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
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\usepackage{pith}
\pithnumber{X3GTCZB4L53UX46WZQTNM2IYXB}

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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

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning
A Comprehensive Overview of Large Language Models
A Survey on Multimodal Large Language Models
Otter: A Multi-Modal Model with In-Context Instruction Tuning
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning
Receipt and verification
First computed 2026-07-05T06:19:17.412066Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

becd31643c5f774bf3d6cc26d66918b84cfb43e7f170ecb9e386dc8860303421

Aliases

arxiv: 2212.10773 · arxiv_version: 2212.10773v3 · doi: 10.48550/arxiv.2212.10773 · pith_short_12: X3GTCZB4L53U · pith_short_16: X3GTCZB4L53UX46W · pith_short_8: X3GTCZB4
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/X3GTCZB4L53UX46WZQTNM2IYXB \
  | 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: becd31643c5f774bf3d6cc26d66918b84cfb43e7f170ecb9e386dc8860303421
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "6cd4c1bb9dc998562803fab1164d475ea8e27d41008425fa8457c49064862e02",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-21T05:17:06Z",
    "title_canon_sha256": "fb31fd2ab51df2e5db14eaa2da8118b4d79fe86b89f3f9f716cd283996c355d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.10773",
    "kind": "arxiv",
    "version": 3
  }
}