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Add mLateOn results and complete Nemotron 8B coverage
# Add mLateOn results and complete Nemotron-3-Embed-8B-BF16 coverage
## Summary
| Field | Value |
| --- | --- |
| Model | `lightonai/mLateOn` |
| Result directory | `lightonai__mLateOn` |
| Target path | `hakari-results/lightonai__mLateOn` |
| Result files | 563 total, 563 `.json.xz` |
| Evaluation method | late-interaction |
| Overall nDCG@10 | 0.6423 |
| Overall score units | 381 grouped units from 550 raw task results |
## DuckDB Nano-set Comparison
Computed from DuckDB `task_results` with the same Overall grouping as this PR body. Quantized and rescore variants are excluded; truncate variants are considered, and each model column uses that model's best Overall variant.
| Overall component | lightonai/mLateOn | LiquidAI/LFM2.5-ColBERT-350M (128 dims) | lightonai/GTE-ModernColBERT-v1 (128 dims) | lightonai/ColBERT-Zero (128 dims) |
| --- | ---: | ---: | ---: | ---: |
| Overall | **0.6423** | 0.4943 | 0.4628 | 0.4623 |
| NanoMMTEB-v2 | **0.5371** | 0.4490 | 0.4075 | 0.4250 |
| Na… -
Add results for lightonai/mDenseOn (#32)
- Add results for lightonai/mDenseOn (c0dd1271b6edc2b348a4863c1aa6096d1ef80255)
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Add NanoSSRB results for 80 entries and NanoMTEB-BR BM25 (#30)
- Add NanoSSRB results for 80 entries (2afa97a4d17bd2edcd5aeabb50f6c1800eda6116)
- Add NanoSSRB results (batch 2/8) (cc6fe67d167ff5920381f2a63c9fe2ebf556faae)
- Add NanoSSRB results (batch 3/8) (e13468a062c22518d124ae0bbf259673cf0dd20b)
- Add NanoSSRB results (batch 4/8) (105c15793927e744037ce369c71bd134462bdc88)
- Add NanoSSRB results (batch 5/8) (b12f85474d9b9296a3785e958db192c5bd43f20a)
- Add NanoSSRB results (batch 6/8) (4d94833ad6b2bbd0a3b7c734da20cffd73c99ae2)
- Add NanoSSRB results (batch 7/8) (1b177e62bd65d9a145c215b5e9cfe7281bb266ad)
- Add NanoSSRB results (batch 8/8) (c14196d524ad69473fc6ea1cd6a0ed0dcb8ee8e4)
- Add missing NanoMTEB-BR BM25 baseline (bb3a1ae86dab2e2b4df5251fe089068f528b615b)
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Add NanoMTEB-BR results for 78 models (#29)
- Add NanoMTEB-BR results for 78 models (1825f707ba1304d9a6a3be6394af87ff51e2a83d)
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Add results for nvidia/Nemotron-3-Embed-8B-BF16 (#28)
- Add results for nvidia/Nemotron-3-Embed-8B-BF16 (5fb5346de809c9aeb269fc5be086a5145d671ec6)
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Replace results for official Bekko a8m and a25m releases (#27)
- Replace results for official Bekko a8m and a25m releases (f8f2677e9d1865d2ed4133029afbb8cbf1da2a54)
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Add results for nvidia/Nemotron-3-Embed-1B-BF16 (#26)
- Add results for nvidia/Nemotron-3-Embed-1B-BF16 (5b77819c5585a9f5282144568a2a5781be415284) -
Add NanoBEIR-en results for sbintuitions/sarashina-embedding-v2-1b (#25)
- Add NanoBEIR-en results for sbintuitions/sarashina-embedding-v2-1b (4d030c3eeaa7ebc5f7f79eef924ef2525235dc18) -
Restore NanoBEIR-en results (#24)
- Revert "Remove obsolete NanoBEIR-en results (#20)" (0509df62eaa15d2ec0cbd8f14ce9072ee014377f)
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Add ST 4.0.2 results for sbintuitions/sarashina-embedding-v2-1b (#23)
- Add ST 4.0.2 results for sbintuitions/sarashina-embedding-v2-1b (53749bcc09aa5542444e4789d2645c8f045ba842)
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Remove obsolete NanoBEIR-en results (#20)
- Remove obsolete NanoBEIR-en results (8d58ab8a2dfcbfd891790a7d63cb2e5bbe7f9580)
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Add results for google/gemini-embedding-2 (#19)
- Add results for google/gemini-embedding-2 (8661dd543fe4b24490d5623c4d24fa94e8a2a071)
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Fix Qwen3-Embedding-8B bf16 code-task results (#18)
- Fix Qwen3-Embedding-8B bf16 code-task results (9784982c93dec7117c11bffdfcc7061c6a2495e2) -
Add results for Qwen/Qwen3-Embedding-8B (#17)
- Add results for Qwen/Qwen3-Embedding-8B (f46887b856b43bfbe4a2e9c1c89566e67eba4250)
- Fix TEI prompt metadata for Qwen/Qwen3-Embedding-8B (e9428c5fbbcddd4eab0f4d98ac08abd3374357f4)
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Add pplx-embed-v1-4B MNanoBEIR results (#16)
- Add pplx-embed-v1-4B MNanoBEIR results (13c369aa959ffbfdc791635ce09efaf282119f47) -
Add results for perplexity-ai/pplx-embed-v1-4B (#15)
- Add results for perplexity-ai/pplx-embed-v1-4B (0fb88048135b6f921ebc841db2c72b6199ea4091)
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Add results for voyageai/voyage-4-nano (#14)
- Add results for voyageai/voyage-4-nano (d003f84c9b86c97c0c39c1edbc484cf302eb9404) -
Replace Bekko small beta v8 with a25m results (#13)
- Replace Bekko small beta v8 with a25m results (b46da8f54b8c60c8495d11203bf8b1a2ba17dcea) -
Re-evaluate NanoBEIR nfcorpus results (#12)
- Re-evaluate NanoBEIR nfcorpus results (56e86803705a8a3853e061cb7279016752e835fb)
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Add results for cl-nagoya/ruri-v3-reranker-310m (#11)
- Add results for cl-nagoya/ruri-v3-reranker-310m (a1d9ff08467fffdd1f6afbbeb0249dfdc2536faf)
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Add KaLM-Embedding v2.5 HAKARI-Bench results (#10)
- Add KaLM-Embedding v2.5 HAKARI-Bench results (4feb95a5015c6692b438c90cec398c08ab6cbb4c) -
Update README.md
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Link official results contribution workflow (#9)
- Link official results contribution workflow (314309422f991ae30634be216cd0b7eacf84a3d3) -
Add results for LiquidAI LFM2.5 models (#8)
- Add results for LiquidAI LFM2.5 models (8d545b9247007b1e3de25172b39b941772d421c2)
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Add HAKARI-Bench results for e5-v2 dense models and mxbai reranker (#6)
- Add e5 v2 and mxbai rerank results (160cb29b460b3e978d8760d97e547473fb97941d) -
Add HAKARI-Bench results for OpenAI text-embedding-3 models (#7)
- Add OpenAI text embedding v3 results (191ebb2e51a2c2b7cc7bde31ac409478e15fec68)
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Add qwen-3 embedding 4b results (#5)
- Add results for Qwen/Qwen3-Embedding-4B (43c909c4744c2ff2dc17dac5b2a251461b9b19b2)
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Update README.md
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Add Sentence Transformers baseline dense results (#4)
- Add Sentence Transformers dense results (caf0b11d07cc401dfdb08dcd7d47d082461d028d)
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add hotchpotch/bekko-embedding-v1-a8m (#3)
- Add results for hotchpotch/bekko-embedding-v1-a8m (1a3a6e0e8973e47a98ee7601e2cba3ad0476e5e4)
- Replace Bekko QAT results with bekko embedding v1 a8m (a51c28fa2f959b228a9b135c926838f0a8967a54) -
Add japanese splade v2 scores (#2)
- Add Japanese SPLADE v2 results (79c3bbc65d83971fe1227fc5584879eecc037143)
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Add bm25 results (#1)
- Add BM25 baseline results (f082e855c48acf02f3b7cbd6df2b6609d9f91323) -
Document HAKARI-bench results dataset
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Create README.md
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Move hakari results to repository root
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Upload results for sentence-transformers__static-similarity-mrl-multilingual-v1
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Upload results for sentence-transformers__paraphrase-multilingual-MiniLM-L12-v2
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Upload results for perplexity-ai__pplx-embed-v1-0.6b
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Upload results for opensearch-project__opensearch-neural-sparse-encoding-multilingual-v1
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Upload results for nomic-ai__nomic-embed-text-v2-moe
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Upload results for nomic-ai__nomic-embed-text-v1.5
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