Pith Number

pith:2ZNIFROY

pith:2021:2ZNIFROYKTL4LNMG3F73VE64A4

not attested not anchored not stored refs pending

Pre-trained Language Models as Prior Knowledge for Playing Text-based Games

Ashutosh Modi, Gargi Singh, Ishika Singh

arxiv:2107.08408 v2 · 2021-07-18 · cs.CL · cs.AI · cs.MA · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2ZNIFROYKTL4LNMG3F73VE64A4}

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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

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In Context Learning and Reasoning for Symbolic Regression with Large Language Models

Receipt and verification

First computed	2026-07-05T03:43:25.644857Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d65a82c5d854d7c5b586d97fba93dc073a7311f077a96b4c22150edab6c68995

Aliases

arxiv: 2107.08408 · arxiv_version: 2107.08408v2 · doi: 10.48550/arxiv.2107.08408 · pith_short_12: 2ZNIFROYKTL4 · pith_short_16: 2ZNIFROYKTL4LNMG · pith_short_8: 2ZNIFROY

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/2ZNIFROYKTL4LNMG3F73VE64A4 \
  | 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: d65a82c5d854d7c5b586d97fba93dc073a7311f077a96b4c22150edab6c68995

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "739f3dab720f435081ab38e6d72e315e582bc183b2d2cb2990fed3375c352c50",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-07-18T10:28:48Z",
    "title_canon_sha256": "06dafd805f92b4229b67078af0c287efbf90ee9f87d849d3cd08eec8122299c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.08408",
    "kind": "arxiv",
    "version": 2
  }
}