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[GH-ISSUE #15502] gemma4:31b repetition loop during constrained JSON generation with free-text string fields #71968
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opened 2026-05-05 03:10:36 -05:00 by GiteaMirror
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Originally created by @rnh0 on GitHub (Apr 11, 2026).
Original GitHub issue: https://github.com/ollama/ollama/issues/15502
Summary
gemma4:31benters word-repetition loops when generating long free-text strings inside a JSON schema constraint (format=). A word doubles, then collapses into a single repeated token that fills the remainingnum_predictbudget, leaving the JSON unterminated. Bug rate is 60-100% depending on the prompt, across 39 trials.This is NOT the
<unused>token / GEMV buffer overlap bug (llama.cpp#21321 / #21566). The repeated tokens are normal English words, and zero<unused>tokens were observed in any trial.Observed behavior
Actual output from the minimal repro below (
seed=0):(300 chars, unterminated JSON — the
"own"token repeats untilnum_predictis exhausted.)The cascade pattern:
"amber own""own own own own own..."num_predictbudget (8192 tokens)Root cause isolation
We ran 39 trials across 13 test configurations, varying one condition at a time. Three conditions are all required to trigger the bug:
The three necessary conditions
gemma4:31b(Dense) — gemma4:26b (MoE) and gemma3:27b do not exhibit this bugformat=with a JSON schema — removing the grammar constraint eliminates the bug entirely"description": {"type": "string"}requesting multi-sentence output) — a simple schema with only arrays and enums is cleanVision input is not required — text-only prompts reproduce at the same rate.
Note: The test matrix was collected using a longer prompt with vision input variants. The same bug reproduces with the simplified text-only prompt shown below. The minimal repro was verified independently.
Minimal reproduction
No images, no dependencies beyond the
ollamaPython package. Seeds 0 and 84 hit the repetition loop; seed 42 produces malformed JSON of a different kind. All 3/3 seeds produce broken output.Expected output
Valid JSON (~500-2000 chars) with
description,analysis, andtagsfields, properly terminated.Actual output
Unterminated JSON (300 chars with
seed=0, up to ~33,000 chars with other seeds). Thedescriptionoranalysisfield enters a repetition loop partway through and fills the remaining token budget.Expected vs actual behavior
System info
6316f0629137, 19 GB)Additional context
Why repeat_penalty has no effect
We tested
repeat_penaltyat 1.0, 1.15, and 1.5 — identical seeds fail identically at all values. Our hypothesis: the grammar constraint limits token choices at each step, and inside a JSON string value any valid string content (including word repetition) is allowed. If the model's logit distribution degenerates to strongly favor a single token, the grammar has no mechanism to reject it regardless of penalty strength.Interaction with ollama#15260
Test 5 (
think=False+format=) produced 0/3 repetition bugs but 3/3 JSON failures (output was plain text, not JSON). This confirms #15260: when thinking is disabled, the format constraint is never applied because the end-of-thinking token never fires. This accidentally "fixes" the repetition bug by removing the grammar constraint entirely — but breaks structured output.gemma4:26b (MoE) behavior
The MoE variant produced 0/3 repetition bugs but 3/3 JSON failures of a different kind (malformed JSON, not repetition loops). The MoE model has separate structured output issues that may be related to #15428.
Not the GEMV buffer overlap bug
Zero
<unused>tokens were observed across all 39 trials. The repeated tokens are normal English words ("beach","own","same","companion","fatigue,en"). This is a distinct bug from the CUDA GEMV fusion buffer overlap fixed in llama.cpp#21566 / b8702.Related issues
think=falsebreaksformat=(format constraint silently ignored)<unused24>tokens (GEMV buffer overlap — different root cause)Tested on 2026-04-11. 39 trials across 13 test configurations.
The test matrix and isolation methodology were designed with assistance from Claude Code (Anthropic). All tests were run locally on the hardware described above. Results are deterministic and independently reproducible.
@rick-github commented on GitHub (Apr 11, 2026):
The model doesn't know that the tokens it's going to generate are going to be constrained, so the probability distribution is not prepared for the first token to be restricted to
{, which is a fairly low probability token in an output talking about a beach. By telling the model the expected output format, it can better prepare.@rnh0 commented on GitHub (Apr 11, 2026):
Thanks for the quick reply and suggestion! Confirmed — including the schema in the prompt does significantly improve the toy example from the original report (0/5 repetition loops, 5/5 valid JSON vs. 2/3 and 0/3 without it).
However, stress testing shows the improvement doesn't hold for more demanding use cases.
For each test below, the prompt includes
"\nReturn a JSON structure with this schema: " + json.dumps(SCHEMA)as you suggested, andformat=SCHEMAis set. 10 seeds per test, same options as the original report."Respond in JSON."instead of full schema)The workaround helps the model prepare for JSON output during thinking, which is enough for short responses. But the underlying degeneration still occurs during sustained free-text generation inside JSON strings — the model's logit distribution still collapses into single-token repetition regardless of prompt priming.
The word doubling that appears even in successful outputs (
"a a","the the","sapphire sapphire") seems to be the precursor. For short outputs, generation ends before it cascades. For longer outputs, it inevitably does.Stress test script: https://gist.github.com/rnh0/18a7f25c70da00c8e47235e849bc5798
Note: the test crashed partway through when ollama hung during model unload ("Stopping..." state). The complex schema result is 8 trials instead of 10.
@rnh0 commented on GitHub (Apr 11, 2026):
Correction: Our original report stated that gemma4:26b (MoE) did not exhibit the repetition bug (0/3 in our initial test). With more trials this turns out to be wrong.
Expanded testing with 10 seeds per test:
Both model variants are affected. The 31b Dense has a higher repetition rate on short outputs (~70% vs ~40%), but the 26b MoE has equally poor JSON validity (0-1/10). The repeated tokens in 26b are also more exotic:
"$\text{}$","visually-cent,","sing_er,"— suggesting more severe token-level corruption.This makes it less likely to be architecture-specific (Dense vs MoE) and more likely to be a gemma4-generation issue interacting with grammar-constrained sampling.
@rnh0 commented on GitHub (Apr 11, 2026):
Filed a companion report on the Gemma side: google-deepmind/gemma#622 — covering the model-level token repetition tendency that underlies this bug.
@PureBlissAK commented on GitHub (Apr 18, 2026):
🤖 Automated Triage & Analysis Report
Issue: #15502
Analyzed: 2026-04-18T18:21:25.644373
Analysis
Implementation Plan
This issue has been triaged and marked for implementation.
@rnh0 commented on GitHub (Apr 19, 2026):
Update with cross-runtime evidence. Ran the same prompt + JSON-schema repro on alternative runtimes, 10 seeds each with the same unsloth GGUFs Ollama uses:
format=schema(this issue)format=schemaresponse_format=json_schemaresponse_format=json_schemaresponse_format=json_schema(default xgrammar)StructuredOutputsConfig(disable_any_whitespace=true)Same GGUF file that fails 10/10 on Ollama runs 10/10 clean on llama.cpp. The bug is in Ollama's structured-output / grammar path, not in the ggml weights or the GGUF tokenizer.
A related symptom reproduces on vLLM's xgrammar backend (whitespace-pad degenerate loop rather than word-loop — same "low-entropy trap inside grammar's allowed language" class). vLLM fixes it with
disable_any_whitespace=true, which forbids arbitrary whitespace between JSON tokens in the grammar.If Ollama's new GGML engine has an analogous knob in its grammar sampler, that would likely fix this. Filed on vLLM side: vllm-project/vllm#40080 (comment with full matrix). Also cross-linked on google-deepmind/gemma#622.
Repro scripts + raw per-seed outputs: https://gist.github.com/rnh0/e02a668c875af46eb5cb46ab0c77132b
Matrix designed with assistance from Claude Code (Anthropic). All tests run locally, deterministic, independently reproducible.