Pith Number

pith:KF25NU3R

pith:2020:KF25NU3RAZ5QLSPJIWX3BPBTGS

not attested not anchored not stored refs pending

A Theoretical Analysis of the Repetition Problem in Text Generation

Anthony Man-Cho So, Bei Shi, Wai Lam, Zihao Fu

arxiv:2012.14660 v4 · 2020-12-29 · 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{KF25NU3RAZ5QLSPJIWX3BPBTGS}

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

Self-Attention as a Covariance Readout: A Unified View of In-Context Learning and Repetition

Receipt and verification

First computed	2026-07-05T02:24:53.199032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5175d6d371067b05c9e945afb0bc3334a27a83534cc5e037fd425d837691ac53

Aliases

arxiv: 2012.14660 · arxiv_version: 2012.14660v4 · doi: 10.48550/arxiv.2012.14660 · pith_short_12: KF25NU3RAZ5Q · pith_short_16: KF25NU3RAZ5QLSPJ · pith_short_8: KF25NU3R

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/KF25NU3RAZ5QLSPJIWX3BPBTGS \
  | 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: 5175d6d371067b05c9e945afb0bc3334a27a83534cc5e037fd425d837691ac53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34ca0e1beca1c4006df6faea66e8ead68458cba92fe4c5cb133aff0b1728f712",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-29T08:51:47Z",
    "title_canon_sha256": "dc0bf4701abdb63c91c1d19fbff6d0feaebd268e04d9ff1731bb3e495a18734b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.14660",
    "kind": "arxiv",
    "version": 4
  }
}