Pith Number

pith:34FDQA4M

pith:2025:34FDQA4MVUT2TKEOMRGS5WOWCB

not attested not anchored not stored refs pending

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Arnav Kundu, David Harrison, Devang Naik, Kumari Nishu, Mehrdad Farajtabar, Minsik Cho, Mohammad Samragh

arxiv:2507.11851 v1 · 2025-07-16 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{34FDQA4MVUT2TKEOMRGS5WOWCB}

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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

12 papers in Pith

Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding

NITP: Next Implicit Token Prediction for LLM Pre-training

K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling

Towards Long-Horizon Vessel Trajectory and Destination Forecasting with Reasoning Large Language Models

BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding

Receipt and verification

First computed	2026-07-05T11:37:52.102403Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df0a38038cad27a9a88e644d2ed9d61065ec26ceeec76e598046bbc6ee0ba450

Aliases

arxiv: 2507.11851 · arxiv_version: 2507.11851v1 · doi: 10.48550/arxiv.2507.11851 · pith_short_12: 34FDQA4MVUT2 · pith_short_16: 34FDQA4MVUT2TKEO · pith_short_8: 34FDQA4M

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/34FDQA4MVUT2TKEOMRGS5WOWCB \
  | 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: df0a38038cad27a9a88e644d2ed9d61065ec26ceeec76e598046bbc6ee0ba450

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "809d6a4093b58f7d0c5ef14b5a5d80c6211b6d23d6520a0e60265fb4df2c3f1e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-16T02:31:40Z",
    "title_canon_sha256": "fb6a30e3823989acd93f207ced6a8b40e7eb77f9fb3c5de85e18eeabb6c6cb45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.11851",
    "kind": "arxiv",
    "version": 1
  }
}