Pith Number

pith:5H7BMODO

pith:2021:5H7BMODOI5NN2RW5CGOVG4ACJ4

not attested not anchored not stored refs pending

Learning How to Ask: Querying LMs with Mixtures of Soft Prompts

Guanghui Qin, Jason Eisner

arxiv:2104.06599 v1 · 2021-04-14 · 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{5H7BMODOI5NN2RW5CGOVG4ACJ4}

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

4 papers in Pith

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

LWGR: Lagrangian-Constrained Personalized World Knowledge for Generative Recommendation

Large Language Models as Optimizers

QLoRA: Efficient Finetuning of Quantized LLMs

Receipt and verification

First computed	2026-07-05T09:45:36.353954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9fe16386e475add46dd119d5370024f11ffdb5e0c7fb3c207e540630ebecbdf

Aliases

arxiv: 2104.06599 · arxiv_version: 2104.06599v1 · doi: 10.48550/arxiv.2104.06599 · pith_short_12: 5H7BMODOI5NN · pith_short_16: 5H7BMODOI5NN2RW5 · pith_short_8: 5H7BMODO

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/5H7BMODOI5NN2RW5CGOVG4ACJ4 \
  | 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: e9fe16386e475add46dd119d5370024f11ffdb5e0c7fb3c207e540630ebecbdf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a0528f100109f5df7b47d76aa10a4157b0f23ec375c6afee9a3877580158731",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-04-14T02:56:14Z",
    "title_canon_sha256": "278a8260ad95ea1ce912af58cf13afff65c148cfde31ed3d6e26bbcbc3292f43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.06599",
    "kind": "arxiv",
    "version": 1
  }
}