Pith Number

pith:B7DNFNPW

pith:2021:B7DNFNPW4EWOA4V4AQJOXDODD4

not attested not anchored not stored refs pending

Efficient (Soft) Q-Learning for Text Generation with Limited Good Data

Bowen Tan, Eric P. Xing, Han Guo, Zhengzhong Liu, Zhiting Hu

arxiv:2106.07704 v4 · 2021-06-14 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B7DNFNPW4EWOA4V4AQJOXDODD4}

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

BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning

Receipt and verification

First computed	2026-07-05T05:09:12.234622Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fc6d2b5f6e12ce072bc0412eb8dc31f12fc63de727d3b6b0bae843ad21c4712

Aliases

arxiv: 2106.07704 · arxiv_version: 2106.07704v4 · doi: 10.48550/arxiv.2106.07704 · pith_short_12: B7DNFNPW4EWO · pith_short_16: B7DNFNPW4EWOA4V4 · pith_short_8: B7DNFNPW

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/B7DNFNPW4EWOA4V4AQJOXDODD4 \
  | 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: 0fc6d2b5f6e12ce072bc0412eb8dc31f12fc63de727d3b6b0bae843ad21c4712

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15992c1f436eeb8bbcb259d424da0817f1b635fc68990351d3203eb6236ad28b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-06-14T18:48:40Z",
    "title_canon_sha256": "f62df1813fbf37a391017abc83e0be6ab415779210963da92485d688a1f85ee6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.07704",
    "kind": "arxiv",
    "version": 4
  }
}