Pith Number

pith:P3L7PJBP

pith:2025:P3L7PJBPM6KER3GFMGN4NX3QH6

not attested not anchored not stored refs pending

Efficient Inference for Large Reasoning Models: A Survey

Baolong Bi, Bryan Hooi, Hongcheng Gao, Hongyu Chen, Jiaheng Zhang, Jiaying Wu, Jun Xia, Keqin Li, Liang Li, Ruihan Gong, Stan Z. Li, Yue Liu, Yufei He, Zhiqi Huang

arxiv:2503.23077 v3 · 2025-03-29 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P3L7PJBPM6KER3GFMGN4NX3QH6}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models

Thinking Past the Answer: Evaluating Harmful Overthinking in Large Reasoning Models

Not All Errors Are Equal: Consequence-Aware Reasoning Compute Allocation

Pruning Long Chain-of-Thought of Large Reasoning Models via Small-Scale Preference Optimization

Explicit Reasoning Makes Better Judges: A Systematic Study on Accuracy, Efficiency, and Robustness

Receipt and verification

First computed	2026-07-05T11:53:00.662677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ed7f7a42f679448ecc5619bc6df703fbc362c96f017488f78980e81b8080454

Aliases

arxiv: 2503.23077 · arxiv_version: 2503.23077v3 · doi: 10.48550/arxiv.2503.23077 · pith_short_12: P3L7PJBPM6KE · pith_short_16: P3L7PJBPM6KER3GF · pith_short_8: P3L7PJBP

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/P3L7PJBPM6KER3GFMGN4NX3QH6 \
  | 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: 7ed7f7a42f679448ecc5619bc6df703fbc362c96f017488f78980e81b8080454

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f43256fca1abd741f7c2ed65772d0cd3292c2a4ed30baa14d481fcb19d202729",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-29T13:27:46Z",
    "title_canon_sha256": "ced35cc5343123134a076bdad8bab85b6ddc787237d3e6045023efa19a1e880c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23077",
    "kind": "arxiv",
    "version": 3
  }
}