Pith Number

pith:24ZDM3RT

pith:2024:24ZDM3RTXEI3ALCEGV4TGEMPRM

not attested not anchored not stored refs pending

Spectra: Surprising Effectiveness of Pretraining Ternary Language Models at Scale

Aaryan Bhagat, Arnab Kumar Mondal, Ayush Kaushal, Irina Rish, Tejas Pandey, Tejas Vaidhya

arxiv:2407.12327 v5 · 2024-07-17 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{24ZDM3RTXEI3ALCEGV4TGEMPRM}

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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

5 papers in Pith

Litespark Inference For CPUs: Ultra-Fast SIMD Framework for Ternary (1.58-bit) Language Models

Vec-LUT: Vector Table Lookup for Parallel Ultra-Low-Bit LLM Inference on Edge Devices

BiSpikCLM: A Spiking Language Model integrating Softmax-Free Spiking Attention and Spike-Aware Alignment Distillation

Hardware Generation and Exploration of Lookup Table-Based Accelerators for 1.58-bit LLM Inference

Litespark Inference For CPUs: Ultra-Fast SIMD Framework for Ternary (1.58-bit) Language Models

Receipt and verification

First computed	2026-07-05T09:18:53.291289Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d732366e33b911b02c44357933118f8b0ba947778cadbcb85fae0936b3329932

Aliases

arxiv: 2407.12327 · arxiv_version: 2407.12327v5 · doi: 10.48550/arxiv.2407.12327 · pith_short_12: 24ZDM3RTXEI3 · pith_short_16: 24ZDM3RTXEI3ALCE · pith_short_8: 24ZDM3RT

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/24ZDM3RTXEI3ALCEGV4TGEMPRM \
  | 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: d732366e33b911b02c44357933118f8b0ba947778cadbcb85fae0936b3329932

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbc97d0dd86eaa601c77328d1faa1a25ae00ad91aa8467a39a0b3f79c939d47d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-17T05:53:20Z",
    "title_canon_sha256": "4f3ffb7bda695ecd6f057fc9495a6db82e266c56cee9d2ae1efa2b002af2af5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.12327",
    "kind": "arxiv",
    "version": 5
  }
}