Ling 3.0 Tiny

inclusionai/ling-3.0-tiny:free

← all builds & scores for Ling 3.0 Tiny
pass rate
18%
44 of 238 tests fully correct
run at a glance
avg throughput
278.5
tok/s · 195 over window
avg output
4.4K
tok / test
avg reasoning
2.5K
tok / test · 56% of output
vram peak
not measured
total tokens
2.5M
1.4M in · 1.0M out
performance

Speed, output & result

Throughputpeak 413 tok/s
450375300225150750
Output
10K7.5K5K2.5K0
result44 pass · 194 fail
tools-ascii-checksum · failtools-isbn-check · passtools-modexp-rotation · failtools-base64-envelope · failtools-log-injection · failtools-threshold-fires · passtools-refund-prorated · passtools-threshold-375gib · failtools-cron-step · failtools-mirror-config · failtools-three-way-split · failtools-window-cross-midnight · failtools-split-fleet · failtools-refund-batch · passtools-fx-repricing · failtools-threshold-matrix · failtools-ratelimit-fleet · passtools-portfolio-rebalance · failtools-maintenance-cascade · failtools-tier-quotes · failtools-fx-normalize · failtools-topo-schedule · failtools-adversarial-dag-dispatch · failtools-adversarial-ledger-netting · failtools-adversarial-calendar-roll · failtools-adversarial-xor-recovery · failtools-adversarial-call-auction · failstruct-string-forensics · failstruct-base-radix · failstruct-collatz-703 · failstruct-mirror-sort · failstruct-utc-forensics · failstruct-typed-traps · passstruct-escape-gauntlet · failstruct-cents-invoice · passstruct-sorted-events · passstruct-derived-consts · passstruct-letter-histogram · passstruct-unit-ladder · passstruct-ledger-aggregates · failstruct-warehouse-census · failstruct-survey-tally · failstruct-timeseries-stats · failstruct-grade-rollup · failstruct-loglevel-census · failstruct-invoice-cascade · failstruct-matrix-margins · failstruct-bigint-chain · failstruct-edge-degrees · failstruct-adversarial-journal-replay · failstruct-adversarial-scc-census · failstruct-adversarial-business-accrual · failstruct-adversarial-stack-transcript · failstruct-adversarial-generated-matrix · failrag-fx-ledger · failrag-roster-window · failrag-quota-mixed-units · failrag-escalation-parity · failrag-derived-retention · passrag-failed-minutes · failrag-weighted-sla · failrag-sku-delta · failrag-version-pin · failrag-grep-count · failrag-two-phase-quota · failrag-abstain-inference-bait · failrag-weighted-sla-fleet · failrag-fx-ledger-balance · failrag-retention-audit · failrag-inventory-final · failrag-failed-run-minutes · failrag-ticket-filter · failrag-quota-allocation · failrag-invoice-aging · failrag-headcount-dept · failrag-weighted-score · failrag-adversarial-bitemporal-policy · failrag-adversarial-lineage-incident-join · failrag-adversarial-contract-precedence · failrag-adversarial-access-resolution · failrag-adversarial-provenance-corrections · failctx-len-10 · passctx-len-25 · failctx-len-50 · passctx-len-75 · passctx-len-100 · passctx-recency-override · failctx-hard-negatives · failctx-multi-needle-sum · passctx-count-exact-tag · failctx-multihop-chain · passctx-filter-threshold · passctx-conflict-scope · passctx-nth-occurrence · failctx-adversarial-pointer-cycle · failctx-adversarial-seventh-checkpoint · passctx-adversarial-scoped-revisions · failctx-adversarial-multihop-appendices · passctx-adversarial-conjunctive-needle · failcode-stack-vm · failcode-glob-match · failcode-iso-weekdate · failcode-crc32-utf8 · failcode-introot-dec · failcode-reverse-clusters · failcode-bankers-round-dec · failcode-iso-duration · failcode-topo-or-cycles · failcode-decode-nested · failcode-normalize-ranges · failcode-justify-text · failcode-glyph-fold · failcode-toll-fare · failcode-rune-score · failcode-fold-sum · failcode-fib-sum-mod · failcode-big-modpow · failcode-grid-paths · failcode-mod-luhn · failcode-token-stack-vm · failcode-clock-chain · failcode-adversarial-huge-recurrence · failcode-adversarial-assignment-lexicographic · failcode-adversarial-regex-language-count · failcode-adversarial-periodic-shortest-path · failcode-adversarial-exact-rational-parser · failreason-mult-15x15 · failreason-digit-sum-2-333 · failreason-modexp · passreason-collatz-steps · passreason-smallest-multiple · failreason-prime-census · failreason-anchored-sum · passreason-forgetful-host · failreason-wide-boat · failreason-long-multiplication · passreason-digit-sum-power · passreason-century-leap · passreason-crt-trio · passreason-hexad-chain · failreason-quad-product · failreason-power-tower · failreason-recurrence-sum · failreason-crt-fib-inverse · failreason-base-digit-chain · failreason-triple-modexp · failreason-factorial-sum · failreason-fib-pair-digits · failreason-grand-octet · failreason-adversarial-recurrence-sum · failreason-adversarial-exactly-three-divisors · failreason-adversarial-noncoprime-crt · failreason-adversarial-million-grid · failreason-adversarial-combinatorial-fusion · failinstr-mirror-90 · failinstr-reverse-lex-30 · failinstr-rot13-swapcase · failinstr-every-third · failinstr-acrostic-robust · failinstr-e-atlas · failinstr-acrostic-solid · failinstr-reverse-long-word · failinstr-abc-ladder · failinstr-o-census · passinstr-word-lathe · failinstr-self-count · failinstr-interleave · failinstr-word-pipeline · failinstr-position-cipher · failinstr-interleave-prune · failinstr-vigenere · failinstr-columnar-transpose · failinstr-rle-encode · failinstr-reverse-vowelcase · failinstr-atbash-shift · failinstr-caesar-decode · failinstr-mega-chain · failinstr-adversarial-coprime-block-cipher · failinstr-adversarial-token-permutation · failinstr-adversarial-grid-selection · failinstr-adversarial-bwt-move-to-front · failinstr-adversarial-byte-pipeline · failclass-bracket-mode-a · passclass-bracket-mode-b · failclass-popcount-mod4 · failclass-s-census · failclass-factor-trio-a · failclass-factor-trio-b · failclass-relation-triple · failclass-anagram-triple · failclass-weekday-far · failclass-needle-census · failclass-empty-set-syllogism · passclass-mod-residue · passclass-char-atlas · passclass-longest-run · failclass-weighted-checksum · failclass-cipher-runsum · failclass-mod97-residue · failclass-rolling-hash · failclass-pattern-census · failclass-bracket-maxdepth · failclass-weighted-digit-mod · failclass-ascending-transitions · failclass-frequency-signature · failclass-case-swings · failclass-adversarial-planted-3sat · failclass-adversarial-dfa-equivalence · failclass-adversarial-graph-family · failclass-adversarial-lfsr-signature · failclass-adversarial-simpson-direction · passsum-log-forensics · failsum-outage-union · failsum-dependency-diff · passsum-session-census · failsum-expense-exact · passsum-incident-json · passsum-budgeted-facts · passsum-spelled-out · passsum-clean-headline · failsum-forced-paraphrase · passsum-priority-actions · passsum-growth-delta · failsum-reimbursement-total · failsum-outage-window-union · failsum-lockfile-diff · failsum-event-stream-census · failsum-log-severity · failsum-poll-tally · failsum-expense-oneliner · failsum-headcount-24mo · failsum-incident-timeline · failsum-revenue-growth · passsum-adversarial-release-replay · failsum-adversarial-outage-concurrency · failsum-adversarial-trial-meta · failsum-adversarial-consolidation · failsum-adversarial-decision-log · pass
TOOL
STRUCT
RAG
CTX
CODE
REASON
INSTR
CLASS
SUM
memorynot measured

one reading per test, in suite order · the result tape marks each test pass (dim) or fail (bright).

by category

Pass rate per category

9
Tool Calling5/2719%score 37
Structured Output6/2722%score 20
RAG / Retrieval QA1/274%score 4
Context Recall10/1856%score 56
Coding0/270%score 0
Reasoning & Math7/2825%score 25
Instruction Following1/284%score 4
Classification5/2917%score 17
Summarization9/2733%score 27
responses

Test-by-test results

Tool Calling5/2719%score 37
Structured Output6/2722%score 20
RAG / Retrieval QA1/274%score 4
Context Recall10/1856%score 56
Coding0/270%score 0
Reasoning & Math7/2825%score 25
Instruction Following1/284%score 4
Classification5/2917%score 17
Summarization9/2733%score 27
run record
run

This run

suite
starter@v1
ran at
2026-08-06 20:50 UTC
record id 
config

Deployment configuration

harness
openrouter
quantization
context
262.1K
temperature
0
multi-token prediction
engine
v1.0.0
provider
openrouter
category call budgetreasoningtotal
Tool Calling4.1K/ high8.2K/ call
Structured Output2.0K/ medium4.1K/ call
RAG / Retrieval QA2.0K/ medium4.1K/ call
Context Recall2.0K/ medium4.1K/ call
Coding4.1K/ high8.2K/ call
Reasoning & Math4.1K/ high8.2K/ call
Instruction Following2.0K/ medium4.1K/ call
Classification2.0K/ medium4.1K/ call
Summarization2.0K/ medium4.1K/ call
run this buildOpenRouterhosted
curl https://openrouter.ai/api/v1/chat/completions \
  -H "Authorization: Bearer $OPENROUTER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"inclusionai/ling-3.0-tiny:free","messages":[{"role":"user","content":"Hello"}]}'

Hosted API — not self-hostable. This is the call the benchmark made; try it live in the Playground.

measured

How it was measured

latency
5339650 ms
cost
$0
memory samples

tok/s and latency measure the scored generation window; per-test figures above are the readings for each case. Memory (VRAM, unified RAM, or host RAM) is the peak footprint polled throughout the run, or blank when no probe could attribute it — never a hand-typed number.

recipe
prompts → hashes

Reproduce this run

The private prompts never leave the suite. What’s public is the command, the pinned suite, and the hashes that stand in for the tests — enough to re-run the exact config against your own copy of the suite.

command
npm run engine -- run --provider openrouter --model inclusionai/ling-3.0-tiny:free --suite suites/starter.suite.json --name 'Ling 3.0 Tiny'
suite hash
config hash
suite pinned to
starter@v1