Pith Number

pith:ZQKBAEV4

pith:2025:ZQKBAEV4NXIO2HRCVXNEIEEFWH

not attested not anchored not stored refs pending

Effectively Controlling Reasoning Models through Thinking Intervention

Chong Xiang, G. Edward Suh, Jiachen T. Wang, Prateek Mittal, Tong Wu

arxiv:2503.24370 v3 · 2025-03-31 · cs.LG · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{ZQKBAEV4NXIO2HRCVXNEIEEFWH}

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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

10 papers in Pith

Plans Don't Persist: Why Context Management Is Load Bearing for LLM Agents

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Where Instruction Hierarchy Breaks: Diagnosing and Repairing Failures in Reasoning Language Models

TALAN: Task-Aligned Latent Adaptation Networks for Targeted Post-Training of Large Language Models

Behavior Cue Reasoning: Monitorable Reasoning Improves Efficiency and Safety through Oversight

Receipt and verification

First computed	2026-07-05T11:06:55.603832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc141012bc6dd0ed1e22adda441085b1ecbb9101b0ed555c7977173c3075335a

Aliases

arxiv: 2503.24370 · arxiv_version: 2503.24370v3 · doi: 10.48550/arxiv.2503.24370 · pith_short_12: ZQKBAEV4NXIO · pith_short_16: ZQKBAEV4NXIO2HRC · pith_short_8: ZQKBAEV4

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/ZQKBAEV4NXIO2HRCVXNEIEEFWH \
  | 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: cc141012bc6dd0ed1e22adda441085b1ecbb9101b0ed555c7977173c3075335a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5222b5181c62a4763f92994295acb14be7070d1d91d16405d652d283fde06145",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-31T17:50:13Z",
    "title_canon_sha256": "2a4e00ffe8a16bc29be747ed8c054c8897060f1f53afd95ffef7ac379f304457"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.24370",
    "kind": "arxiv",
    "version": 3
  }
}