Pith Number

pith:G75MDSFS

pith:2024:G75MDSFSLMIH66WXUF3MQSOMEW

not attested not anchored not stored refs pending

An Incomplete Loop: Instruction Inference, Instruction Following, and In-context Learning in Language Models

Emmy Liu, Graham Neubig, Jacob Andreas

arxiv:2404.03028 v3 · 2024-04-03 · 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{G75MDSFSLMIH66WXUF3MQSOMEW}

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

2 papers in Pith

Instructions Shape Production of Language, not Processing

Receipt and verification

First computed	2026-07-05T09:00:22.592844Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37fac1c8b25b107f7ad7a176c849cc25970896d27e8af58060aa7f75ad7176c6

Aliases

arxiv: 2404.03028 · arxiv_version: 2404.03028v3 · doi: 10.48550/arxiv.2404.03028 · pith_short_12: G75MDSFSLMIH · pith_short_16: G75MDSFSLMIH66WX · pith_short_8: G75MDSFS

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/G75MDSFSLMIH66WXUF3MQSOMEW \
  | 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: 37fac1c8b25b107f7ad7a176c849cc25970896d27e8af58060aa7f75ad7176c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eaef7d100a988d7c250cf5a2c48c49c64ef02080447720411b40bd783bb09396",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-03T19:31:56Z",
    "title_canon_sha256": "df78e97705f7677f47a440edf9a4dcadccf54b418c6f54943beaa9af5a1e74db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03028",
    "kind": "arxiv",
    "version": 3
  }
}