/evaluations/ling-3.0-tiny
Ling 3.0 Tiny
Ling 3.0 Tiny — the current WumboLabs evidence state on one page: tested profiles, validated context, and the full chronological testing history. Each value is attributed to the profile and event that measured it.
NOT READY / latest evidence 2026-09-25
WumboLabs tests Ling 3.0 Tiny on real consumer hardware. This is the canonical model page: current state first, then every tested profile and every evidence event. Values are attributed to the profile and event that measured them; historical findings remain the evidence of their tested stack and are never silently replaced.
Current state
- Classification: NOT_READY — Reasoning On classification re-derived under the 2026-09-25 reasoning-profiles snapshot from retained hash-bound evidence (no new inference) (2026-09-25), profile llama.cpp official Q8_0 (Reasoning On, deployment sampler, 32K)
- Recommended profile: llama.cpp official Q8_0 (Reasoning On, deployment sampler, 32K) (
ling-3.0-tiny-q8-0-llamacpp-b10999-rtx5070-deployment, current) — canonical evidence - Latest evidence: 2026-09-25 — Reasoning On classification re-derived under the 2026-09-25 reasoning-profiles snapshot from retained hash-bound evidence (no new inference)
Tested profiles
llama.cpp official Q8_0 (Reasoning On, deployment sampler, 32K) — CURRENT
Profile identity: ling-3.0-tiny-q8-0-llamacpp-b10999-rtx5070-deployment.
| Field | Value |
|---|---|
| Runtime | not recorded |
| Artifact | not recorded |
| Precision | not recorded |
Status: current canonical/recommended tested surface.
Canonical Evidence Profile Metadata
Events on this profile:
- Reasoning On classification re-derived under the 2026-09-25 reasoning-profiles snapshot from retained hash-bound evidence (no new inference) (2026-09-25) — NOT_READY
- Second WELP stabilization-cohort campaign: hybrid-attention MoE characterized end-to-end on the pinned runtime (official Q8_0) (2026-09-24) — NOT_READY
llama.cpp official Q8_0 (Reasoning Off, deployment sampler, 32K) — CURRENT-ALTERNATE
Profile identity: ling-3.0-tiny-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-off.
| Field | Value |
|---|---|
| Runtime | not recorded |
| Artifact | not recorded |
| Precision | not recorded |
Status: validated alternate tested surface.
Canonical Evidence Profile Metadata
Events on this profile:
- Full WELP characterization of the Reasoning Off deployment profile: independent setup/calibration, same frozen task set, dual-profile completion of the case-C model (2026-09-25) — NOT_READY
- First WELP Agentic section execution: three bounded tool tasks through the pinned harness in a disposable offline sandbox; methodology-validation event on a known model (2026-09-25) — NOT_READY
Testing history
Newest first. Each event is one immutable testing/publication event; the exact scientific report lives in the canonical evidence repository linked at the top of each event.
2026-09-25 — Reasoning On classification re-derived under the 2026-09-25 reasoning-profiles snapshot from retained hash-bound evidence (no new inference)
WELP Reasoning-Profile Re-derivation — Ling 3.0 Tiny (Reasoning On, publisher default) · profile: llama.cpp official Q8_0 (Reasoning On, deployment sampler, 32K) · maturity: CURRENT_WELP · status: NOT_READY
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | Ling 3.0 Tiny |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Artifact SHA-256 | 9299a9e5cbc540597619e252a41fd671faa4e84e619e3cea816542c84e19f0d6 |
| Campaign | ling-3.0-tiny-rtx5070-welp-reasoning-on-2026-09-25 |
| Record date | 2026-09-25 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/a5717d2fecc21184da6dfa20d973fb8e4fbca0e4/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-reasoning-on-20260925/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
the engine-native llama-bench record does not exercise the reasoning control, so both reasoning profiles share this record
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/a5717d2fecc21184da6dfa20d973fb8e4fbca0e4/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-reasoning-on-20260925/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
2026-09-25 — Full WELP characterization of the Reasoning Off deployment profile: independent setup/calibration, same frozen task set, dual-profile completion of the case-C model
WELP Reasoning-Profile Characterization — Ling 3.0 Tiny (Reasoning Off, supported alternate) · profile: llama.cpp official Q8_0 (Reasoning Off, deployment sampler, 32K) · maturity: CURRENT_WELP · status: NOT_READY
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | Ling 3.0 Tiny |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Artifact SHA-256 | 9299a9e5cbc540597619e252a41fd671faa4e84e619e3cea816542c84e19f0d6 |
| Campaign | ling-3.0-tiny-rtx5070-welp-reasoning-off-2026-09-25 |
| Record date | 2026-09-25 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/a5717d2fecc21184da6dfa20d973fb8e4fbca0e4/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-reasoning-off-20260925/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
this profile's own bench re-measurement; consistent with the existing service record (benchmark does not exercise the reasoning control; no duplicate submitted)
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/a5717d2fecc21184da6dfa20d973fb8e4fbca0e4/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-reasoning-off-20260925/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
2026-09-25 — First WELP Agentic section execution: three bounded tool tasks through the pinned harness in a disposable offline sandbox; methodology-validation event on a known model
WELP Agentic — Ling 3.0 Tiny (Reasoning Off; methodology validation) · profile: llama.cpp official Q8_0 (Reasoning Off, deployment sampler, 32K) · maturity: CURRENT_WELP · status: NOT_READY
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | Ling 3.0 Tiny |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Artifact SHA-256 | 9299a9e5cbc540597619e252a41fd671faa4e84e619e3cea816542c84e19f0d6 |
| Campaign | ling-3.0-tiny-rtx5070-welp-reasoning-off-2026-09-25 |
| Record date | 2026-09-25 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/599063be57edd4f3b01f27c33da02d48abc541d8/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-agentic-20260925/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
this profile's own bench re-measurement; consistent with the existing service record (benchmark does not exercise the reasoning control; no duplicate submitted)
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/599063be57edd4f3b01f27c33da02d48abc541d8/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-agentic-20260925/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
2026-09-24 — Second WELP stabilization-cohort campaign: hybrid-attention MoE characterized end-to-end on the pinned runtime (official Q8_0)
WELP Initial Evaluation — inclusionAI Ling 3.0 Tiny (reasoning-on) · profile: llama.cpp official Q8_0 (reasoning-on, deployment sampler, 32K) · maturity: CURRENT_WELP · status: NOT_READY
Canonical Evidence / Full Report View on GitHub
Identity
| Field | Value |
|---|---|
| Model | Ling 3.0 Tiny |
| Producer | not recorded |
| Tested artifact | not recorded |
| Precision | not recorded |
| Artifact SHA-256 | 9299a9e5cbc540597619e252a41fd671faa4e84e619e3cea816542c84e19f0d6 |
| Campaign | ling-3.0-tiny-rtx5070-welp-characterization-2026-09-24 |
| Record date | 2026-09-24 |
Runtime and hardware
| Field | Value |
|---|---|
| Engine | not recorded |
| Runtime version | not recorded |
| Hardware | NVIDIA GeForce RTX 5070 12 GB |
WELP outcome
- Outcome: COMPLETE_PASS
- Classification: not recorded
Publication state: published — canonical evidence: https://github.com/WumboLabs/evaluations/blob/43f56d8add4b3dfc51183ccd818fc6037e79bd9c/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-characterization-20260924/REPORT.md
Context profile
| Field | Value |
|---|---|
| Practical default | not recorded tokens |
| Guarded context | not recorded tokens |
| Native model-card maximum | not recorded tokens |
| Model-card envelope complete | not recorded |
| Native maximum disposition | not recorded |
Quality and capabilities
- Constrained result: not recorded
Guardrails and limitations
Reliability: not recorded
LocalMaxxing
| Field | Value |
|---|---|
| Status | SUBMITTED |
| Canonical context | not recorded tokens |
| tok/s out | not recorded |
| TTFT | not recorded |
| Submission reference | not recorded |
| verifiedRun | null (not claimed) |
Canonical evidence
Canonical public evidence: https://github.com/WumboLabs/evaluations/blob/43f56d8add4b3dfc51183ccd818fc6037e79bd9c/models/ling-3.0-tiny/events/ling-3-0-tiny-rtx5070-welp-characterization-20260924/REPORT.md
This event section is a human-readable derivative of the accepted local WELP campaign evidence named above; the campaign's REPORT.md is the authoritative scientific source. Results are bounded by the tested artifact, runtime, hardware, configuration, and protocol snapshot, and are not universal model rankings.
Canonical evidence
All canonical public evidence lives in WumboLabs/evaluations. Each event links an immutable full-commit/path citation; each profile remains a distinct scientific identity, not a separate repository.
- ling-3.0-tiny-q8-0-llamacpp-b10999-rtx5070-deployment: Profile Metadata
- ling-3.0-tiny-q8-0-llamacpp-b10999-rtx5070-deployment-reasoning-off: Profile Metadata