cross-encoder

ms marco TinyBERT L2 v2

Search / embeddings

This receipt records checks for this exact file; it does not prove safety or that it will run on your device. Read the receipt

Model details
text rankingLicense: apache-2.0SHA-256 recorded for 7 of 23 filessafetensors · ONNX · BIN
Quick answer: compatibility and sources

Can I run ms-marco-TinyBERT-L2-v2 on my computer?

It depends on your memory, processor, file format and runtime. A download is not confirmed by the current file evidence; inspect the file record before trying it. A file-size fit is an estimate, not a successful run or speed promise. Read the license before use.

ms-marco-TinyBERT-L2-v2 is an open-weights language model for text ranking. Model weights are learned parameters; a runtime loads them. A hosted file is an individual file Hugging Bay can serve. SHA-256 identifies exact file bytes. The availability date above applies to this file record, not the upstream metadata update date.

As of the recorded file availability check on .

Recorded SHA-256 for model.safetensors: a0e7364ddf91ff7028f1102e1b91ac7a72e3db4061241bd84efe45c72c9af03a. Exact file evidence · Machine-readable source facts · Run evidence and any recorded receipts. A checksum fingerprints only the named file bytes; it does not prove safety, quality, a complete multi-file selection or a successful run.

Updated · Page-copy source revision 8871bab84e1cf80aea1686a944ec335078a6c036 · Source files: apps/web/lib/model-page-template.mjs, apps/web/lib/model-page-v3.mjs, apps/web/lib/aeo-page.mjs · Full revision record

Model metadata: As of at the model source. Popularity counters are source-reported, not measured by Hugging Bay. Availability checked .

Key facts

Catalog record
Summarizes upstream metadata; it is not itself a download or run receipt.
File evidence
Lists exact filenames, availability and any recorded SHA-256 for individual files.
Run evidence
Reports measured results only when a receipt exists for named file bytes and a setup; otherwise unmeasured.
Checksum scope
SHA-256 fingerprints one file’s bytes; it does not prove safety, quality or a multi-file bundle.

Evidence you can inspect (plain text)

  • This page’s quick answer names the file record for hf-model-cross-encoder-ms-marco-tinybert-l2-v2.
  • Open /artifact/hf-model-cross-encoder-ms-marco-tinybert-l2-v2/files for this exact filenames, availability and any recorded SHA-256.
  • Open /evidence/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l2-v2 for run-readiness evidence tied to that record; absent receipts stay unmeasured.
  • Open /api/artifacts/hf-model-cross-encoder-ms-marco-tinybert-l2-v2/card.md for machine-readable source facts (not a runtime test).
  • A matching checksum on this page fingerprints only the named bytes shown in file evidence.

Unmeasured states are stated explicitly; this page does not invent run scores or compatibility guarantees.

Which date applies to which fact

  • File availability check:
  • Committed page-copy sources:
  • Upstream model metadata: Dates on artifact records when shown; not implied by page-copy revision
  • Run receipts: Only on /evidence pages when recorded; otherwise unmeasured

Page-copy revision (Updated line above) identifies committed text sources, not upstream model edits or test outcomes.

Requirements and source record
cross-encoder/ms-marco-TinyBERT-L2-v2

Content controls: not assessed.

The catalog lists this model for ranking text against a query. Catalog sources: license, cardMetadata.license, tags, task, cardMetadata.pipelineTag.

About this artifact

External Hugging Face catalog record for cross-encoder/ms-marco-TinyBERT-L2-v2. Task: text ranking. Library: sentence transformers. Languages: en. Datasets referenced by card metadata: sentence-transformers/msmarco. Files we host have a published SHA-256.

Hosted file inventory

Hosted files
7 of 23
Reviewed peer-assisted fallbacks
0
Trust bundle
Trust-bundle JSON
Review summary
Review-summary JSON
Distribution
Reviewed peer-fallback JSON

    Run status

    Detailed evidence for the selected file set

    This detail applies to the selected file set, not every file in the repository.

    Executable state
    complete-bytes
    Evidence timestamp
    2026-07-31T02:27:24.131Z
    Selected representation
    rep-ba357beaeb548785b20ce27886dadff273e685dac8b416b690c4603c530c263b
    Complete bytes
    yes
    Complete kit
    no
    Byte-integrity check
    not established — the hosted bytes are not yet matched to a signed upstream manifest
    Run ready
    not established
    Files
    View file metadata

    Bay Run

    Try It Now

    Run Bay Run's Warm document reranking Pin: query/document relevance scores over a bounded set. Provisional and unmeasured — not a full RAG or semantic-search pipeline.

    Call Bay Run's run_pin MCP tool at https://run.huggingbay.xyz/mcp/ with Pin route_f5411cdb31b03621742a58371fa95732, or POST https://run.huggingbay.xyz/v1/run/route_f5411cdb31b03621742a58371fa95732. Served model: cross-encoder/ms-marco-TinyBERT-L2-v2.

    run_pin arguments
    {
      "pin_id": "route_f5411cdb31b03621742a58371fa95732",
      "input": {
        "query": "How do I reset a password?",
        "documents": [
          "Open Settings and choose Reset password.",
          "Invoices are available under Billing."
        ]
      }
    }
    Copy agent call
    # 1. mint a $0 demo bearer (no signup)
    TOKEN=$(curl -fsS -X POST https://run.huggingbay.xyz/oauth/token -H 'Content-Type: application/json' \
      -d '{"grant_type":"urn:bay-run:grant-type:demo","scope":"mcp:demo"}' | python3 -c 'import sys,json;print(json.load(sys.stdin)["access_token"])')
    # 2. run the Pin (MCP run_pin) — the same next_call find_runnable and the search row return
    curl -fsS -X POST https://run.huggingbay.xyz/mcp/ -H "Authorization: Bearer $TOKEN" \
      -H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' \
      -d '{"jsonrpc":"2.0","id":1,"method":"tools/call","params":{"name":"run_pin","arguments":{"pin_id":"route_f5411cdb31b03621742a58371fa95732","input":{"query":"How do I reset a password?","documents":["Open Settings and choose Reset password.","Invoices are available under Billing."]}}}}'
    # read decision.action first; the receipt in structuredContent is the proof of execution

    Exact live run contract JSON

    Request a complete representation

    • License: pass - apache-2.0
    • Provenance: pass - cross-encoder/ms-marco-TinyBERT-L2-v2
    • Scan: pass - passed
    • Hosted files: warn - external metadata only
    • Byte manifest integrity: warn - not final yet

    Machine-readable card

    Open interactive artifact page