Pith Number

pith:TLPZQCPY

pith:2024:TLPZQCPYJV273LLQRCLXFT3XBS

not attested not anchored not stored refs pending

Language Models Can Reduce Asymmetry in Information Markets

Bernhard Sch\"olkopf, Chris Pal, Li Erran Li, Manuel W\"uthrich, Martin Weiss, Nasim Rahaman, Yoshua Bengio

arxiv:2403.14443 v1 · 2024-03-21 · cs.AI · cs.CL · cs.GT · cs.LG · cs.MA · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TLPZQCPYJV273LLQRCLXFT3XBS}

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

1 paper in Pith

The Agentic Web Requires New Normative Infrastructure

Receipt and verification

First computed	2026-07-05T07:59:08.915777Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9adf9809f84d75fdad70889772cf770c914edef2ba1484245fe105ad0ad280d5

Aliases

arxiv: 2403.14443 · arxiv_version: 2403.14443v1 · doi: 10.48550/arxiv.2403.14443 · pith_short_12: TLPZQCPYJV27 · pith_short_16: TLPZQCPYJV273LLQ · pith_short_8: TLPZQCPY

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/TLPZQCPYJV273LLQRCLXFT3XBS \
  | 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: 9adf9809f84d75fdad70889772cf770c914edef2ba1484245fe105ad0ad280d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ec42fec8d0aee972f7c7301c70fb45f4f8df9d59bbdad85cd4f411d89f4135c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.GT",
      "cs.LG",
      "cs.MA",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-03-21T14:48:37Z",
    "title_canon_sha256": "775a643f6fa26c202220ae6db6f2e322109c6b9ff234820f15c5bdfdec0733d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.14443",
    "kind": "arxiv",
    "version": 1
  }
}