This document acknowledges sources of vendored code, runtime artifacts, test documents, and baseline data used in the Xberg project.
Test documents and reference baseline outputs derived from the Pandoc test suite:
- Source: https://github.com/jgm/pandoc
- License: GPL-2.0-or-later
- Usage: Test documents and reference baselines only (no code copied from Pandoc)
- Attribution: John MacFarlane and Pandoc contributors
- Purpose: Baseline reference testing - used to validate our native Rust extractors work correctly on the same documents that Pandoc processes
The following test documents were copied from the Pandoc repository to /test_documents/:
org-select-tags.org- SELECT_TAGS and EXCLUDE_TAGS testingpandoc-tables.org- Org Mode table formatspandoc-writer.org- Comprehensive Pandoc test suite in Org Mode format
typst-reader.typ- Fibonacci sequence with mathematical formulasundergradmath.typ- Comprehensive undergraduate mathematics document (16KB)
docbook-chapter.docbook- Recursive section hierarchy (7 nested levels)docbook-reader.docbook- Comprehensive DocBook 4.4 test suite (36KB, 1704 lines)docbook-xref.docbook- Cross-reference (xref) functionality testing
jats-reader.xml- Comprehensive JATS (Z39.96) Journal Archiving test document (38KB, 1460 lines)
test_documents/fictionbook/pandoc/- 13 FictionBook test files including:basic.fb2- Basic FictionBook structureimages-embedded.fb2- Embedded base64 imagesmath.fb2- Mathematical contentmeta.fb2- Document metadata testingreader/emphasis.fb2- Text emphasis testingreader/epigraph.fb2- Epigraph/quote elementsreader/meta.fb2- Document metadata and title inforeader/notes.fb2- Footnotes/endnotes with cross-referencesreader/poem.fb2- Poem/verse structurereader/titles.fb2- Section titles and heading hierarchy- And others
opml-reader.opml- OPML 2.0 outline structure (US states example)pandoc-writer.opml- Comprehensive Pandoc test suite in OPML format
For each test document listed above, three baseline outputs were generated using Pandoc 3.8.3:
- Plain Text (
*_pandoc_baseline.txt) - Raw text content extraction - JSON Metadata (
*_pandoc_meta.json) - Full Pandoc AST with document structure and metadata - Markdown (
*_pandoc_markdown.md) - Markdown representation for format comparison
Total: 132 baseline files for 44 documents across 6 formats
We acknowledge that Pandoc is licensed under GPL-2.0-or-later. We have:
- ✓ Used Pandoc's test documents (test data is allowed under GPL)
- ✓ Generated baseline outputs using Pandoc for comparison purposes
- ✓ NOT copied any Pandoc source code
- ✓ Implemented our extractors independently in Rust
- ✓ Used Pandoc only as a behavioral baseline for testing
Our Rust extractors are independently implemented and do not contain any GPL-licensed code from Pandoc.
Test documents and baselines can be regenerated at any time using:
./generate_pandoc_baselines.shThis script processes all test documents and generates fresh baselines using the installed version of Pandoc.
DOCX XML parser vendored into crates/xberg/src/extraction/docx/parser.rs:
- Source: https://github.com/v-lawyer/docx-lite
- License: MIT OR Apache-2.0
- Authors: V-Lawyer Team
- Version: 0.2.0 (vendored with modifications)
- Usage: DOCX text extraction parser inlined into xberg core
- Modifications:
- Fixed
Paragraph::to_text()joining text runs without whitespace (#359) - Adapted to xberg's
quick-xmlv0.39 andzipv7.x APIs - Removed file-path based APIs (only bytes/reader needed)
- Fixed
Span-mode GLiNER preprocessing, prompt construction, tensor construction, and decoding logic vendored into
crates/xberg-gliner/:
- Source lineage:
gline-rs→xberg-gliner - Source URLs: https://github.com/fbilhaut/gline-rs, https://github.com/xberg-io/gline-rs-fork
- Source crate/version:
xberg-gliner, vendored fromgline-rs0.2.1 (fork atxberg-io/gline-rs-fork) - License: Apache-2.0
- Author: Frédérik Bilhaut
- Usage: Local ONNX named-entity recognition backend for xberg
- Scope: Span-mode text splitting, zero-shot prompt construction, Hugging Face tokenizer adapter, GLiNER tensor construction, logits decoding, and greedy overlap filtering
- Excluded: ORP pipeline code, examples, CSV helpers, relation extraction, token-mode runtime, memory profiling, and generic pipeline abstractions
- Modifications:
- Adapted crate identity to
xberg-gliner - Removed ORP dependency and replaced the pipeline wrapper with direct
ortsession creation and synchronized inference - Integrated with xberg's model catalog/cache and
xberg-io/gliner-modelsartifact layout - Added focused unit tests for validation, splitting, prompt construction, tensor shapes, decoding, and overlap filtering
- Adapted crate identity to
GLiNER ONNX runtime artifacts consumed by xberg are exported and governed through xberg-io/gliner-models.
Their source model lineage is the gliner-community Hugging Face organization.
- Upstream source: https://huggingface.co/gliner-community
- Runtime artifact repository: https://huggingface.co/xberg-io/gliner-models
- Default license: Apache-2.0 unless a model manifest declares otherwise
- Original GLiNER authors: Urchade Zaratiana, Nadi Tomeh, Pierre Holat, Thierry Charnois
- Usage: ONNX weights, tokenizer files, manifests, checksums, and notices for xberg NER
- Policy: Model weights are not committed to this repository; verified artifacts are downloaded into the xberg model cache
Vendored HWP text extraction code from the hwpers crate:
- Source: https://github.com/Indosaram/hwpers
- License: MIT OR Apache-2.0
- Authors: HWP Parser Contributors
- Vendored Version: 0.5.0
- Location:
crates/xberg/src/extraction/hwp/ - Purpose: Text extraction from Korean Hangul Word Processor (.hwp) files
- Scope: Minimal subset — CFB reader, binary record parser, text extraction only
- Excluded: HWPX (XML/ZIP), writer, renderer, crypto, preview modules
Vendored source code from the paddle-ocr-rs crate for PaddleOCR via ONNX Runtime integration:
- Source: https://github.com/mg-chao/paddle-ocr-rs
- Original License: Apache-2.0
- Author: mg-chao (chao@mgchao.top)
- Vendored Version: 0.6.1
- Location:
crates/xberg-paddle-ocr/ - Purpose: Text detection and recognition using PaddlePaddle's OCR models via ONNX Runtime
The following source files were vendored from paddle-ocr-rs:
ocr_lite.rs- Core OCR pipeline and high-level APIdb_net.rs- DBNet text detection networkcrnn_net.rs- CRNN text recognition networkangle_net.rs- Text angle detection networkbase_net.rs- Base network traitocr_utils.rs- Image preprocessing utilitiesocr_result.rs- Result type definitionsscale_param.rs- Scaling parameter calculationsocr_error.rs- Error type definitions
The vendored code has been modified for Xberg integration:
- Updated to Rust 2024 edition
- Aligned with Xberg workspace dependencies
- License changed to MIT with dual copyright (original author retained)
The original Apache-2.0 license is compatible with MIT relicensing. The original copyright and attribution are preserved in the vendored crate's LICENSE file.
Text embedding inference pipeline vendored into crates/xberg/src/embeddings/engine.rs:
- Source: https://github.com/Anush008/fastembed-rs
- License: Apache-2.0
- Author: Anush008 and contributors
- Vendored Version: Based on 0.2.x
- Location:
crates/xberg/src/embeddings/engine.rs - Purpose: ONNX-based text embedding inference with thread-safe concurrent embedding generation
The vendored code has been modified from the original fastembed-rs:
- Changed
embed()method signature from&mut selfto&selffor thread-safe concurrent inference without mutex contention - Adapted to Xberg's ONNX Runtime integration and error handling
- Integrated with Xberg's embedding configuration and model management
The original Apache-2.0 license is fully compatible with Xberg's Elastic License 2.0 (ELv2). The original copyright and attribution are preserved in the vendored code's comments.
Test documents derived from the numbers-parser test suite:
- Source: https://github.com/masaccio/numbers-parser
- License: MIT
- Author: Jon Connell (masaccio)
- Usage: Test documents and reference baselines only (no code copied)
- Modifications: Fixtures downloaded directly for integration testing.
- Location:
test_documents/iwork/
YAKE keyword extraction algorithm vendored into xberg:
- Source: https://github.com/quesurifn/yake-rust
- License: MIT
- Authors: Kyle Fahey, Anton Vikstrom, Igor Strebz
- Vendored Version: 1.0.3
- Location:
crates/xberg/src/keywords/yake/ - Purpose: YAKE (Yet Another Keyword Extractor) statistical keyword extraction
- Replaced segtok dependency with custom memchr-based sentence splitter (fixes #676 BacktrackLimitExceeded on large files)
- Integrated with xberg's stopwords module (64 languages vs original 34)
- Replaced hashbrown with ahash, inlined streaming-stats and levenshtein
- Optimized punctuation checks with byte lookup tables
- Removed itertools dependency (manual dedup)
The original MIT license is compatible with Xberg's Elastic License 2.0 (ELv2).
The chunking submodule crates/xberg/src/chunking/text_splitter/ is a trimmed inline copy of text-splitter v0.30.1 by Benjamin Brandt. We inlined it because upstream pins tokenizers = "0.22", which conflicts with xberg's direct tokenizers 0.23 dependency and pulls a duplicate copy of tokenizers into the build graph (breaking the Tokenizer: ChunkSizer bound in chunking::core).
- Source: https://github.com/benbrandt/text-splitter @ v0.30.1
- License: MIT
- Copyright: © 2023 Benjamin Brandt benjamin.j.brandt@gmail.com
- Location:
crates/xberg/src/chunking/text_splitter/
- Dropped the
code(tree-sitter) splitter — xberg has its own tree-sitter integration and does not use the upstream code splitter. - Dropped the
tiktoken-rssizer — unused. - Rebuilt against
tokenizers 0.23. - Renamed feature gate
tokenizers→chunking-tokenizers; themarkdownsplitter is always available becausepulldown-cmarkis already a non-optional xberg dependency. - Tightened visibility on internal types to
pub(crate). - Path rewiring: upstream
crate::*paths inside the inlined module rewritten relative to the new submodule root.
The MIT license is compatible with Xberg's Elastic License 2.0 (ELv2). The full upstream license text is reproduced below:
MIT License
Copyright (c) 2023 Benjamin Brandt
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
The following test inputs were copied from the text-splitter repository to /test_documents/text_splitter/:
text/romeo_and_juliet.txt— Shakespeare, public domain (Project Gutenberg)text/room_with_a_view.txt— E. M. Forster, public domain (Project Gutenberg)markdown/commonmark_spec.md— CommonMark spec, CC-BY-SA-4.0markdown/github_flavored.md— GitHub Flavored Markdown spec, CC-BY-4.0
Safe Rust bindings around libheif-sys for decoding HEIF / HEIC / AVIF
containers, vendored as the xberg-libheif crate:
- Source: https://github.com/Cykooz/libheif-rs
- License: MIT
- Author(s): Kirill Kuzminykh (Cykooz) and contributors
- Vendored Version: 2.7.0
- Location:
crates/xberg-libheif/ - Purpose: Decode HEIF-family containers (HEIC, HEIF, AVIF, HEICS, AVCS) to interleaved RGBA pixels and expose EXIF / XMP metadata blocks for xberg's image-extraction and OCR pipeline.
- Full upstream
src/tree (LibHeif, HeifContext, ImageHandle, Image, decoder, encoder, color profile, regions, metadata, reader, security limits, track, utils, and the optionalimage-crate integration module). - Vendored verbatim from upstream v2.7.0 so the public API mirrors
libheif-rsexactly; we continue to depend on upstreamlibheif-sysfrom crates.io for the underlying C bindings.
- Workspace dependency alignment (
libc,imagepinned via the workspace). - Rust 2024 edition (upstream is 2021).
- Replaced upstream
include_str!("../README.md")doc shim with an inline module-level vendoring header pointing at this file. - Workspace clippy / rust lints applied via
[lints] workspace = true.
MIT is permissive and compatible with re-distribution alongside Xberg's
Elastic License 2.0 (ELv2) workspace. The upstream MIT license text is
preserved verbatim at crates/xberg-libheif/LICENSE.
libheif-rs is a safe wrapper around the C library libheif, which in turn
requires libde265 (HEVC) and libaom (AV1). These must be available at build
and runtime. libheif is LGPL-licensed and is linked dynamically only (never
statically vendored). Pixel decoding is therefore native-only — the heic feature is excluded from
xberg's wasm-target and android-target aggregate features. EXIF
extraction via nom-exif is pure Rust and works on every target.
High-level idiomatic Rust wrapper around Pdfium, forked and vendored for xberg:
- Source: https://github.com/ajrcarey/pdfium-render
- License: MIT OR Apache-2.0 upstream; the fork takes the MIT option and is redistributed under MIT, retaining the upstream copyright notice below.
- Author: Alastair Carey (alastair@alastaircarey.com), Copyright (c) 2022-2026
- Forked Version: 0.8.x-era, with bindings generated against pdfium 7678 (
src/bindings/version.rs,src/bindgen/pdfium_7678.rs); the runtime binary pin used byscripts/download_pdfium_runtime.shand.task/languages/rust.ymlis a newer, verified-compatible 7881 - Location:
crates/xberg-pdfium-render/ - Purpose: PDF structure-tree and content-mark access, text extraction and rendering via Google's Pdfium library
- Updated to Rust 2024 edition and workspace conventions
- Added musl static linking support in
build.rs - Removed examples and test data (kept in the upstream repo)
- Added struct-tree and content-mark wrappers (~1,036 lines across
struct_element.rs,struct_tree.rs,content_mark.rs,content_marks.rs) that upstream does not provide — upstream'sPdfPageStructureTreeexposes no public constructor and has noPdfStructElementtype at all
The upstream MIT OR Apache-2.0 dual license permits redistribution under MIT alone. The upstream author and copyright are recorded in this file, which is distributed with the source.
Pure-Rust PDF parsing, extraction and rendering — xberg's default PDF engine, forked and vendored:
- Source: https://github.com/yfedoseev/pdf_oxide
- License: MIT OR Apache-2.0 upstream; this fork elects the MIT arm and is redistributed under MIT, retaining the upstream copyright notice below.
- Author: Yury Fedoseev, Copyright (c) 2025-present
- Forked Version: forked pre-1.0, published independently as
xberg-pdf-oxide1.0.1 on crates.io, then vendored here from that repository'sdevelopmentbranch at commit196ec71a1cfd6e818e1498053584ff93c794bde1. No git history was carried across, so that SHA is the provenance link; the source repository has since been retired. - Location:
crates/xberg-native-pdf/(cratexberg-native-pdf, libxberg_native_pdf) - Purpose: text extraction, reading order, tables, forms, annotations, XFA, encryption and
page rendering — everything behind
PdfBackend::Native
-
Renamed to
xberg-native-pdfon vendoring. Upstream's trademark policy permits describing this crate as a fork of PDFOxide but not using upstream's names as the name of a distribution, so the rename is a compliance improvement as well as a naming one. This file,crates/xberg-native-pdf/ATTRIBUTIONS.md, andcrates/xberg-native-pdf/CHANGELOG.mdare the places that document the upstream project by design. Beyond those, the identifierpdf_oxide(or a variant spelling) survives, deliberately, in a small number of live, commented, load-bearing spots — confirm withgrep -rlniE 'pdf[_-]?oxide' crates/:crates/xberg/src/core/config/pdf.rs(PdfBackend's rejection test): the old spelling must appear verbatim so the test can assert it is rejected, not silently aliased.crates/xberg-native-pdf/src/document.rs(a/Producerallowlist entry): matches PDFs already written by thepdf_oxide/xberg-pdf-oxidelineages, which are still arriving in the wild, so recognizing them as trusted authoring tools is intentional.crates/xberg-native-pdf/src/decoders/flate.rs(an environment-variable back-compatibility chain):PDF_OXIDE_MAX_DECOMPRESS_MBandXBERG_PDF_OXIDE_MAX_DECOMPRESS_MBkeep older deployments' env vars working.crates/xberg-native-pdf/tests/test_signed_pdf_opens_and_renders.rs: a verbatim quotation of a third-party signing tool's own error message (PdfOxide.Exceptions.SignatureException), not a reference to this codebase.
The same grep also turns up
crates/xberg-php/andcrates/xberg-node/(alef-generated binding sources) and everydocs-site/src/content/docs/reference/api-*.md/cli.md/configuration.md/types.mdpage: these are mechanically generated from the Rust doc comments above and were stale (pre-dating thexberg-native-pdfrename in the comments they mirror) at the time of writing; they carry no independent attribution and refresh on the nextalef generate, not by hand-editing. Historical entries in the rootCHANGELOG.md(and itsdocs-site/src/content/docs/changelog.mdmirror) also namepdf_oxide/xberg-pdf-oxide; those describe releases from when the crate really was named that, and changelogs are an append-only historical record, so they are left as written rather than retroactively edited. -
Stripped upstream's language bindings, CLI, MCP server, and its OCR, ML, digital-signature, WASM, barcode, HTML/CSS-to-PDF and PDF/A subsystems
-
Replaced
ttf-parserwith the fontations/skrifastack -
Migrated diagnostics from the
logfacade totracing; the target root is exported asxberg_native_pdf::LOG_TARGET_ROOTso consumers filter on a value rather than a literal -
Rust 2024 edition and workspace conventions
-
Per-release detail in
crates/xberg-native-pdf/CHANGELOG.md
crates/xberg-native-pdf/ATTRIBUTIONS.md is the authoritative record and ships with the crate.
It covers src/vendor/fontdb/ (derived from fontdb 0.24.0, Yevhenii Reizner, MIT) and the fonts
embedded via include_bytes! under src/fonts/assets/: DejaVuSans and DejaVuSans-Bold
(Bitstream Vera / DejaVu licence), DroidSansFallbackFull.ttf (Apache-2.0) and
NotoEmoji-Regular.ttf (SIL OFL 1.1), the latter two behind the cjk-form-fonts feature. The
DejaVu licence requires renaming modified fonts; these are unmodified and must stay so.
Electing the MIT arm of an MIT-OR-Apache-2.0 dual offer is permitted by both licences. The
upstream copyright notice is preserved verbatim at crates/xberg-native-pdf/LICENSE, which is
distributed with the source. No endorsement by or affiliation with the upstream project is
implied.
Native WordPerfect document libraries built from source and statically linked
into the xberg-libwpd crate:
- Source: https://libwpd.sourceforge.net/
- License: MPL-2.0 OR LGPL-2.1+ (xberg builds under the MPL-2.0 arm)
- Authors: Document Liberation Project (LibreOffice/AbiWord ecosystem) contributors
- Versions: librevenge 0.0.6, libwpd 0.10.3
- Location: vendored as committed
.tar.gzarchives undercrates/xberg-libwpd/vendor/, decompressed and compiled bycrates/xberg-libwpd/build.rs(checksum-verified at extract time); consumed viacrates/xberg-libwpd/src/shim.cpp - Purpose: WordPerfect (.wpd) document extraction
- Modifications: none; both libraries are built from unmodified upstream source
See THIRD_PARTY_LICENSES.md for the full MPL-2.0 vs LGPL-2.1+ linking analysis. In short: xberg statically links under the MPL-2.0 arm (file-level copyleft, static linking explicitly permitted), so no copyleft obligation reaches xberg's MIT-licensed core or language bindings.
A header-only subset of Boost, used at build time by the xberg-libwpd C++ shim:
- Source: https://www.boost.org/
- License: BSL-1.0 (Boost Software License 1.0)
- Author: Boost contributors
- Location:
bcp-extracted subset vendored ascrates/xberg-libwpd/vendor/boost-subset.tar.gz, decompressed bycrates/xberg-libwpd/build.rs - Purpose: header-only dependency of libwpd/librevenge (build-time only; no Boost code is redistributed in xberg binaries)
- Modifications: none; subset extracted verbatim with
bcp
Rust-native VLM-OCR backends vendored into crates/xberg-candle-ocr/:
- Source: https://github.com/jhqxxx/aha
- License: Apache-2.0
- Author: jhqxxx
- Vendored Version:
e29ddc589d089042afd66ab8ea76409d8d33f701(jhqxxx/aha @ HEAD on 2026-06-17) - Location:
crates/xberg-candle-ocr/src/vendor/aha/(shared infra),crates/xberg-candle-ocr/src/models/deepseek_ocr/(DeepSeek-OCR + Qwen2 decoder),crates/xberg-candle-ocr/src/models/paddleocr_vl/(PaddleOCR-VL 1.5 upgrade) - Purpose: Rust-native VLM-OCR backends (PaddleOCR-VL 1.5, DeepSeek-OCR) including their Qwen2 decoder dependency and shared SigLIP/CLIP/MRoPE infrastructure subsets.
| File | Source | Notes |
|---|---|---|
| (populated as Phases 3-4 land each file) |
anyhow::Result<T>→Result<T, CandleOcrError>throughoutassert!/assert_eq!/panic!/unwrap()on user-controlled values → typedCandleOcrErrorreturns- Candle 0.9.2 → Candle 0.10 API migration
- Generation loop routed through
xberg_candle_ocr::models::glm_ocr::mtp::generate_mrope(with a newforward_step_with_position_idstrait extension per A3) — NOT aha'scommon/generate.rs - rustdoc on every
pubitem - Dead code blocks dropped (specific examples: aha
modules.rs:214-230, 265-266) paddleocr_vl::model::get_rope_index: vision-block position ids restored to aha's (t, h, w) mrope layout after the vendoring rewrite transposed the h index and dropped the t row (crashed on non-square grids); images always carry a single frame so the t row is constantpaddleocr_vl::model::forward: restored aha's seqlen_offset-based position continuation for cache_position-less decode steps (dropped during vendoring, failing every decode step with a dtype mismatch)paddleocr_vl::engine::generate: rewritten from a full-sequence re-feed (which double-appended the KV cache each step and read the argmax at the wrong rank) to aha's prefill + cached single-token step looppaddleocr_vl::model::Ernie4_5Model::forward: restored aha's causal attention mask for the multi-token prefill (dropped during vendoring; bidirectional prefill degenerated generation into single-token repetition)
Apache-2.0 is compatible with Xberg's Elastic License 2.0 (ELv2). Original Apache-2.0 copyright headers are preserved at file-top in each vendored file.
Last Updated: 2026-06-17
xberg re-hosts ONNX weights for 17 upstream retrieval models across four xberg-io/* Hugging Face
repos and serves them as embedding/reranker/sparse/late-interaction presets. Weights are re-hosted
unmodified (unchanged upstream weights, xberg-added ONNX export/manifest/tokenizer artifacts only)
under the xberg-io org. All upstream licenses are permissive (Apache-2.0 or MIT), consistent with
xberg's permissive-only dependency policy.
Dense sentence-embedding presets:
- Runtime artifact repository: https://huggingface.co/xberg-io/embedding-models
- Usage: ONNX weights, tokenizer files, and manifests for xberg's embeddings engine
| Upstream model | License | Preset |
|---|---|---|
| sentence-transformers/all-MiniLM-L6-v2 | Apache-2.0 | fast |
| BAAI/bge-base-en-v1.5 | MIT | balanced |
| BAAI/bge-large-en-v1.5 | MIT | quality |
| intfloat/multilingual-e5-base | MIT | multilingual |
| Alibaba-NLP/gte-modernbert-base | Apache-2.0 | gte-modernbert-base (default) |
| minishlab/potion-base-8M | MIT | lightweight (model2vec static) |
| Snowflake/snowflake-arctic-embed-m-v2.0 | Apache-2.0 | arctic-embed-m-v2.0 |
| Qwen/Qwen3-Embedding-0.6B | Apache-2.0 | qwen3-embedding-0.6b |
Cross-encoder reranker presets:
- Runtime artifact repository: https://huggingface.co/xberg-io/reranker-models
- Usage: ONNX weights, tokenizer files, and manifests for xberg's reranking engine
| Upstream model | License | Preset |
|---|---|---|
| BAAI/bge-reranker-base | MIT | — |
| BAAI/bge-reranker-v2-m3 | Apache-2.0 | — |
| jinaai/jina-reranker-v1-turbo-en | Apache-2.0 | — |
| Qwen/Qwen3-Reranker-0.6B | Apache-2.0 | — |
| cross-encoder/ettin-reranker-150m-v1 | Apache-2.0 | balanced (default alias) |
SPLADE-family sparse embedding presets:
- Runtime artifact repository: https://huggingface.co/xberg-io/sparse-embeddings
- Usage: ONNX weights, tokenizer files, and manifests for xberg's sparse embeddings engine
| Upstream model | License | Preset |
|---|---|---|
| prithivida/Splade_PP_en_v1 | Apache-2.0 | splade |
| opensearch-project/opensearch-neural-sparse-encoding-doc-v3-distill | Apache-2.0 | opensearch-v3-distill (default) |
ColBERT-family late-interaction presets:
- Runtime artifact repository: https://huggingface.co/xberg-io/late-interaction-models
- Usage: ONNX weights, tokenizer files, and manifests for xberg's late-interaction engine
| Upstream model | License | Preset |
|---|---|---|
| answerdotai/answerai-colbert-small-v1 | Apache-2.0 | colbert |
| lightonai/GTE-ModernColBERT-v1 | Apache-2.0 | gte-moderncolbert (default) |
Model weights are not committed to this repository; verified artifacts are downloaded into the xberg model cache at runtime, matching the GLiNER Models policy above.
Last Updated: 2026-07-08
Last Updated: June 17, 2026 Pandoc Version Used: 3.8.3 Baseline Generation Date: December 6, 2025