Pith Number

pith:ETHXQ7D5

pith:2025:ETHXQ7D5NZVJHSEZYFF7XMIF6M

not attested not anchored not stored refs pending

CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter

Dianwen Mei, Huishi Qiu, Jiang Tian, Li Liu, Xujie Chen, Yepeng Weng, Zhongchao Shi

arxiv:2502.16880 v3 · 2025-02-24 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ETHXQ7D5NZVJHSEZYFF7XMIF6M}

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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

4 papers in Pith

D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation

Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation

SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding

Receipt and verification

First computed	2026-07-05T11:09:08.978809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24cf787c7d6e6a93c899c14bfbb105f3194777d50bf228c333f85af0164dfded

Aliases

arxiv: 2502.16880 · arxiv_version: 2502.16880v3 · doi: 10.48550/arxiv.2502.16880 · pith_short_12: ETHXQ7D5NZVJ · pith_short_16: ETHXQ7D5NZVJHSEZ · pith_short_8: ETHXQ7D5

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/ETHXQ7D5NZVJHSEZYFF7XMIF6M \
  | 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: 24cf787c7d6e6a93c899c14bfbb105f3194777d50bf228c333f85af0164dfded

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8550beeb9467183aff91cd2f3166730a533c6fc65b558db87cebd1c70d25381b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-24T06:28:26Z",
    "title_canon_sha256": "9d3d28bd5c1b3f3dabe14582a31aaf8837c008b20b2b5041e05fea9887412037"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16880",
    "kind": "arxiv",
    "version": 3
  }
}