Pith Number

pith:SRRECEPP

pith:2023:SRRECEPPYATJNPUAPZT4NETTJQ

not attested not anchored not stored refs pending

Sequential Monte Carlo Steering of Large Language Models using Probabilistic Programs

Alexander K. Lew, Gabriel Grand, Tan Zhi-Xuan, Vikash K. Mansinghka

arxiv:2306.03081 v2 · 2023-06-05 · cs.AI · cs.CL · cs.PL · stat.CO

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\usepackage{pith}
\pithnumber{SRRECEPPYATJNPUAPZT4NETTJQ}

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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

7 papers in Pith

Conformal Language Modeling via Posterior Sampling

Readers make targeted regressions to plausible errors in reanalysis of "noisy-channel garden-path" sentences

SMCEvolve: Principled Scientific Discovery via Sequential Monte Carlo Evolution

Greedy or not, here I come: Language production under vocabulary constraints in humans and resource-rational models

Inference-Time Scaling of Diffusion Language Models via Trajectory Refinement

Receipt and verification

First computed	2026-07-05T07:16:42.589018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94624111efc02696be807e67c692734c2517c66604c851a9c69bd8c8c182238d

Aliases

arxiv: 2306.03081 · arxiv_version: 2306.03081v2 · doi: 10.48550/arxiv.2306.03081 · pith_short_12: SRRECEPPYATJ · pith_short_16: SRRECEPPYATJNPUA · pith_short_8: SRRECEPP

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/SRRECEPPYATJNPUAPZT4NETTJQ \
  | 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: 94624111efc02696be807e67c692734c2517c66604c851a9c69bd8c8c182238d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42a576647d942890631da89637b2bf22b576d63634f690c7edac498a174acc50",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.PL",
      "stat.CO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-05T17:55:05Z",
    "title_canon_sha256": "5d89a7e24576605c4bceb8c68f377e77e54070d3625680c3cb2d636dace14c1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03081",
    "kind": "arxiv",
    "version": 2
  }
}