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Rather than running a separate safety model, this lightweight probe reuses the base model's hidden states during generation to score, at every token, **query intent**, **response unsafety**, and **hallucination risk**. It adds less than 0.5% decode-time overhead. | Base model | Probe parameters | Tapped layers | Outputs | | --- | ---: | --- | --- | | `inclusionAI/Ling-3.0-flash-singprobe` | 5.18M | `[13, 26, 40]` | 8 intents + unsafe + hallucination | See the [technical report](https://arxiv.org/abs/2608.30703) for methodology and complete results. Training codes are available at [inclusionAI/SingProbe](https://github.com/inclusionAI/SingProbe). Evaluation Higher is better for every metric. Results are averages over the benchmark suites specified below. | Task | Metric | Ling-3.0-flash-singprobe | Reference baseline | | --- | --- | ---: | ---: | | Query intent classification (6 benchmarks) | F1 | **0.8674** | YuFeng-XGuard-Reason-8B: 0.8714 | | Response safety classification (8 benchmarks) | F1 |..."},"evidence_pages":[],"related_signals":[{"id":"a03c59af-a22b-403e-ab06-8cbb012a99b8","url":"https://onlylabs.fyi/signals/a03c59af-a22b-403e-ab06-8cbb012a99b8","source_url":"https://huggingface.co/inclusionAI/LLaDA-UI","title":"inclusionAI/LLaDA-UI","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-06T05:08:15+00:00","first_seen_at":"2026-09-09T07:20:10.27629+00:00","date_source":"source"},{"id":"caa3295e-e359-4bd2-9660-f4c99740cc41","url":"https://onlylabs.fyi/signals/caa3295e-e359-4bd2-9660-f4c99740cc41","source_url":"https://huggingface.co/inclusionAI/LLaDA2.2-mini","title":"inclusionAI/LLaDA2.2-mini","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-05T05:16:19+00:00","first_seen_at":"2026-09-06T07:20:09.806607+00:00","date_source":"source"},{"id":"2c4ebd07-318d-4961-a3c4-d8b777b1f763","url":"https://onlylabs.fyi/signals/2c4ebd07-318d-4961-a3c4-d8b777b1f763","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-VL","title":"inclusionAI/Ling-3.0-flash-VL","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-04T15:24:37+00:00","first_seen_at":"2026-09-09T07:20:10.27629+00:00","date_source":"source"},{"id":"246fb973-7e44-4040-ac7e-c7de2ae08db3","url":"https://onlylabs.fyi/signals/246fb973-7e44-4040-ac7e-c7de2ae08db3","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-flash-Fin","title":"inclusionAI/Ling-3.0-flash-Fin","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-03T06:09:53+00:00","first_seen_at":"2026-09-04T07:21:02.720387+00:00","date_source":"source"},{"id":"b8dd5a87-4208-40e6-af19-7d29378ce7ff","url":"https://onlylabs.fyi/signals/b8dd5a87-4208-40e6-af19-7d29378ce7ff","source_url":"https://huggingface.co/inclusionAI/Ling-3.0-tiny-singprobe","title":"inclusionAI/Ling-3.0-tiny-singprobe","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-09-01T07:13:06+00:00","first_seen_at":"2026-09-02T07:20:58.060778+00:00","date_source":"source"},{"id":"6293b48b-c441-43a4-b097-39249c8acdec","url":"https://onlylabs.fyi/signals/6293b48b-c441-43a4-b097-39249c8acdec","source_url":"https://huggingface.co/inclusionAI/LLaDA-Image-Turbo","title":"inclusionAI/LLaDA-Image-Turbo","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"inclusionai","name":"InclusionAI (Ant Group)","category":"neolab"},"occurred_at":"2026-08-28T02:18:43+00:00","first_seen_at":"2026-09-04T07:21:02.720387+00:00","date_source":"source"}]}