Pith Number

pith:ZFSINJKN

pith:2022:ZFSINJKNCOLEDE6JVIYNBEYIFL

not attested not anchored not stored refs pending

TALM: Tool Augmented Language Models

Aaron Parisi, Noah Fiedel, Yao Zhao

arxiv:2205.12255 v1 · 2022-05-24 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFSINJKNCOLEDE6JVIYNBEYIFL}

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

26 papers in Pith

UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks

LLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

NTILC: Neural Tool Invocation via Learned Compression

Policy-Conditioned Counterfactual Credit for Verifiable Reinforcement Learning of Long-Horizon Language Agents

Receipt and verification

First computed	2026-07-05T04:26:12.624018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c96486a54d13964193c9aa30d093082adb73a458a58968868c1ab5579a2639d6

Aliases

arxiv: 2205.12255 · arxiv_version: 2205.12255v1 · doi: 10.48550/arxiv.2205.12255 · pith_short_12: ZFSINJKNCOLE · pith_short_16: ZFSINJKNCOLEDE6J · pith_short_8: ZFSINJKN

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/ZFSINJKNCOLEDE6JVIYNBEYIFL \
  | 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: c96486a54d13964193c9aa30d093082adb73a458a58968868c1ab5579a2639d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1936c18d28b213986a56a95eabe8ce3c571ebea1831d5fe924ea8ed10a9bfcf",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-24T17:58:13Z",
    "title_canon_sha256": "ebab42715ff715594fe6a765654fddf9bf4cdcd00337598f2113ac1cd0a3a5b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12255",
    "kind": "arxiv",
    "version": 1
  }
}