Iman998/HexaBee-Model-Outputs

HexaBee · Translation Archive

Every stored prediction, independently inspectable.

Paper: Iman Barati, Mohammadmostafa Rostamkhani, and Mohammad Badzohreh, HexaBee-4B: Six-Language Translation with Multilingual Answering and Bidirectional Supervision, arXiv:2610.16361 (2026).

Overview · Quick start · Contents · Provenance · Limitations · Release family · Research code

Overview

Stored candidate translations from HexaBee-4B and the public Gemma 3 4B/12B IT baselines. Full-test predictions and the matched judged subset remain distinct configurations.

Property	Value
Artifact	HexaBee · Translation Archive
Scope	Raw model predictions and judge responses
Released rows	110,616
Format	Sharded Parquet + metadata
Release	Audited historical artifacts
Model family	HexaBee-4B / Gemma 3

Quick start

from datasets import load_dataset

ds = load_dataset("Iman998/HexaBee-Model-Outputs", "gemma4_full", split="test", streaming=True)
print(next(iter(ds)))

Contents

For each model: a full-test configuration (36,572 rows) and a judged configuration (300 rows). Fields preserve source/reference strings and the candidate; null candidates become empty strings. Judged configurations additionally preserve both raw judge objects as JSON strings, including the original raw response for reparsing valid zero scores.

release_manifest.json lists distributed files, sizes, and SHA-256. release_stats.json records measured artifact metadata. Data files use bounded Parquet shards; original strings and empty outputs are preserved in historical exports.

Available configurations

Configuration	Splits	Rows
gemma4_full	test	36,572
gemma4_judged	test	300
hexabee_full	test	36,572
hexabee_judged	test	300
gemma12_full	test	36,572
gemma12_judged	test	300

Provenance

All model files refer to the same stored source/reference identities; automatic evaluation checks strict identity pairing. The matched judge subset has ten examples in each of 30 directions. Archived inference templates differ between models; the outputs are not claimed to be a controlled equal-prompt comparison. PCT-4B is renamed HexaBee-4B only at the model-label level.

This release is part of HexaBee-4B, previously labeled PCT-4B in the local evaluation audit. Both names refer to the same final translator. Renaming does not imply retraining. This repository is an artifact release, not evidence of workshop acceptance or an official shared-task ranking.

Limitations

Historical exports may contain empty strings, imperfect generated text and instruction conflicts. Source row reuse is not independent evidence. See measured release statistics and the accompanying evaluation scope.

The complete adaptation recipe was evaluated; no matched ablation isolates the contribution of multilingual answering. Synthetic references and model-based judges limit interpretation. Long COMET inputs are truncated at the encoder limit. Use the independent evaluation repository for precise sample counts, parameters, all directions, and uncertainty estimates.

Release family

Artifact	Repository
HexaBee-4B	Iman998/HexaBee-4B
HexaBee · Multilingual Base	Iman998/HexaBee-4B-Multilingual-Base
HexaBee · Wikipedia PT LoRA	Iman998/HexaBee-4B-PT-LoRA
HexaBee · Multilingual SFT LoRA	Iman998/HexaBee-4B-Multilingual-SFT-LoRA
HexaBee · Translation LoRA	Iman998/HexaBee-4B-Translation-LoRA
HexaBee · Wikipedia Foundations	Iman998/HexaBee-Wikipedia-PT
HexaBee · Multilingual Answering & Translation	Iman998/HexaBee-Multilingual-SFT
HexaBee · Bidirectional Translation	Iman998/HexaBee-Bidirectional-Translation
HexaBee · The Prompt Hive	Iman998/HexaBee-System-Prompts
HexaBee · Translation Archive	Iman998/HexaBee-Model-Outputs
HexaBee · Evaluation Atlas	Iman998/HexaBee-Evaluation

Each phase, checkpoint, prompt inventory, output archive and evaluation result has its own repository and card. Model cards identify the exact adapter base; dataset cards identify the unit of a released row. Historical row counts are not counts of unique source articles.

License and attribution

See LICENSE.md. Model weights remain under Gemma terms; upstream dataset and service terms are not replaced by this repository's software license. The illustrated branding is decorative and does not encode experimental evidence.

Citation and references

Please cite Barati, Rostamkhani, and Badzohreh (2026), HexaBee-4B: Six-Language Translation with Multilingual Answering and Bidirectional Supervision. Research code.

Related methods and tools: Gemma 3, LoRA, LLaMA-Factory, SacreBLEU, COMET.

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⬡ HexaBee-4B · FA · EN · AR · ZH · HE · ES
Maintained by Iman998

Cite this paper

@misc{barati2026hexabee4b,
  title={HexaBee-4B: Six-Language Translation with Multilingual Answering and Bidirectional Supervision},
  author={Barati, Iman and Rostamkhani, Mohammadmostafa and Badzohreh, Mohammad},
  year={2026},
  eprint={2610.16361},
  archivePrefix={arXiv},
  url={https://arxiv.org/abs/2610.16361}
}