Add measured latency to Tasmim-Bench leaderboard

README.md

@@ -61,14 +61,14 @@ The table includes every model with measured results and the community Mizan sub
 | [amyrmahdy/decima-small](https://huggingface.co/amyrmahdy/decima-small) | Local | ≈122M | 0.469 | 0.550 | 0.917 | 606.3 ms | 57.1 |
 | [convaiinnovations/laya-multilingual](https://huggingface.co/convaiinnovations/laya-multilingual) | Local | 321.9M | 0.448 | 0.603 | 1.031 | 901.1 ms | 56.9 |
 | [Lukitaduarte/dinah-0](https://huggingface.co/Lukitaduarte/dinah-0) | Local | 149.6M | 0.406 | 0.667 | 1.104 | 4478.1 ms | 56.8 |
-| [hotchpotch/bekko-system-one-v0-17m](https://huggingface.co/hotchpotch/bekko-system-one-v0-17m) | Local | ≈17M | 0.250 | 0.681 | 0.979 | 118.9 ms | 53.5 |
+| [hotchpotch/bekko-system-one-v0-17m](https://huggingface.co/hotchpotch/bekko-system-one-v0-17m) | Local | 17M | 0.250 | 0.681 | 0.979 | 118.9 ms | 53.5 |
 | [perplexity/pplx-decider-v1.1-27b](https://openrouter.ai/perplexity/pplx-decider-v1.1-27b) | API | 26.09B | 0.417 | 0.588 | 1.500 | 544.0 ms | 50.2 |
 | [SupersonicLabs/Julia-1](https://huggingface.co/SupersonicLabs/Julia-1) | Local | 144.3M | 0.380 | 0.436 | 1.062 | 367.7 ms | 48.7 |
 | [Dibachain/DibaOne-M3](https://huggingface.co/Dibachain/DibaOne-M3) | Local | 278M | 0.406 | 0.472 | 1.260 | 761.2 ms | 48.6 |
 | [kshitijthakkar/nirnaya-0.4b-0.2a-decision](https://huggingface.co/kshitijthakkar/nirnaya-0.4b-0.2a-decision) | Local | 390M | 0.323 | 0.574 | 1.385 | 9553.0 ms | 47.8 |
 | [mrm8488/embeddinggemma-2-ft-typed-decision](https://huggingface.co/mrm8488/embeddinggemma-2-ft-typed-decision) | Local | 272.1M | 0.391 | 0.333 | 0.969 | 4290.4 ms | 46.7 |
 | [Manav2op/verdict-small](https://huggingface.co/Manav2op/verdict-small) | Local | 117.7M | 0.406 | 0.078 | 1.146 | 193.5 ms | 36.8 |
-| [hotchpotch/bekko-system-one-v0-68m](https://huggingface.co/hotchpotch/bekko-system-one-v0-68m) | Local | ≈68M | 0.365 | 0.000 | 0.875 | 970.8 ms | 35.8 |
+| [hotchpotch/bekko-system-one-v0-68m](https://huggingface.co/hotchpotch/bekko-system-one-v0-68m) | Local | 68M | 0.365 | 0.000 | 0.875 | 970.8 ms | 35.8 |
 | [Dibachain/DibaOne-X1](https://huggingface.co/Dibachain/DibaOne-X1) | Local | ≈395.5M | 0.474 | 0.437† | — | 626.8 ms | — |
 | [IJyad/jeb-typed-decisions](https://huggingface.co/IJyad/jeb-typed-decisions) | Local | 177.6M | 0.401 | 0.667† | — | 508.3 ms | — |
 | [Phocinae/Phocinae-Largha-150M-v1](https://huggingface.co/Phocinae/Phocinae-Largha-150M-v1) | Local | 144.3M | 0.453 | 0.449 | N/A — incompatible rubric | 284.4 ms | — |

metadata/latency_current.json

@@ -1,10 +1,10 @@
 {
-  "latency_version": "v1.0.6",
-  "summary_path": "versions/v1.0.6/results/latency_summary.csv",
-  "samples_path": "versions/v1.0.6/results/latency_samples.jsonl",
-  "cost_path": "versions/v1.0.6/results/latency_cost_ledger.jsonl",
-  "methodology_path": "versions/v1.0.6/metadata/latency_protocol.md",
-  "manifest_path": "versions/v1.0.6/metadata/latency_manifest.json",
-  "checksums_path": "versions/v1.0.6/metadata/checksums.sha256",
+  "latency_version": "v1.0.7",
+  "summary_path": "versions/v1.0.7/results/latency_summary.csv",
+  "samples_path": "versions/v1.0.7/results/latency_samples.jsonl",
+  "cost_path": "versions/v1.0.7/results/latency_cost_ledger.jsonl",
+  "methodology_path": "versions/v1.0.7/metadata/latency_protocol.md",
+  "manifest_path": "versions/v1.0.7/metadata/latency_manifest.json",
+  "checksums_path": "versions/v1.0.7/metadata/checksums.sha256",
   "accuracy_data_version": "v1.0.4"
 }

versions/v1.0.7/metadata/checksums.sha256

@@ -0,0 +1,4 @@
+8583dc65cb57b2562806068b9f26e516396795034de92d59044ce46134a95008  metadata/latency_protocol.md
+97bf974f1af94666c4ee56e1be923a3e4a917e4d53ad841dd1e0205be77a2be3  results/latency_cost_ledger.jsonl
+024bc999a3bd3e56cde1ea23d60be50d6ebf037808f8166e08ca0ec754f2ec65  results/latency_samples.jsonl
+643436ae0a292c0970141129fa596e639d8f738c7a1a5a9e22ae0e2c5f76974c  results/latency_summary.csv

versions/v1.0.7/metadata/latency_manifest.json

@@ -0,0 +1,32 @@
+{
+  "benchmark": "Tasmim-Bench latency addendum",
+  "latency_version": "v1.0.7",
+  "accuracy_data_version": "v1.0.4",
+  "community_submission_version": "v1.0.5",
+  "created_at_utc": "2026-10-13T20:45:17+00:00",
+  "measurement_method": "end-to-end per-case wall clock; local historical samples reused, API timing-only samples freshly measured",
+  "sample_file": "results/latency_samples.jsonl",
+  "summary_file": "results/latency_summary.csv",
+  "cost_file": "results/latency_cost_ledger.jsonl",
+  "checksums_file": "metadata/checksums.sha256",
+  "sample_rows": 2274,
+  "summary_rows": 54,
+  "api_budget": {
+    "cap_usd": "2.00",
+    "completed_usd": "0.148603473",
+    "uncertain_usd": "0.01344515",
+    "reserved_usd": "0.02346660",
+    "accounted_usd": "0.185515223",
+    "remaining_usd": "1.814484777",
+    "completed_requests": "2131",
+    "uncertain_requests": "6",
+    "rejected_requests": "139",
+    "pending_requests": "3"
+  },
+  "sha256": {
+    "results/latency_samples.jsonl": "024bc999a3bd3e56cde1ea23d60be50d6ebf037808f8166e08ca0ec754f2ec65",
+    "results/latency_summary.csv": "643436ae0a292c0970141129fa596e639d8f738c7a1a5a9e22ae0e2c5f76974c",
+    "results/latency_cost_ledger.jsonl": "97bf974f1af94666c4ee56e1be923a3e4a917e4d53ad841dd1e0205be77a2be3",
+    "metadata/latency_protocol.md": "8583dc65cb57b2562806068b9f26e516396795034de92d59044ce46134a95008"
+  }
+}

versions/v1.0.7/metadata/latency_protocol.md

@@ -0,0 +1,32 @@
+# Tasmim-Bench latency methodology
+
+Latency is reported as end-to-end wall-clock milliseconds per shared-state case. P50 and P95 use linear
+interpolation at `(n - 1) × p`; the mean and sample standard deviation use successful measured samples only.
+
+## Sources and scope
+
+- Local results reuse saved per-case `time.perf_counter()` durations from the pinned zero-shot run. The timer
+  surrounds each adapter invocation, including model-specific tokenization, input preparation, inference,
+  and structured output parsing; download and model loading are outside the timer. Precision is recorded
+  per model. Installed PyTorch is CPU-only, so the host RTX 3050 6GB was not used.
+- Hosted API results use five development-case warm-ups and up to 40 sequential screening requests per model.
+  Five cases in each workflow are selected across serialized input lengths. One request contains all supported
+  questions for that case. Timing includes the OpenRouter HTTP round trip, response read, JSON decoding, and
+  typed answer parsing. Catalog lookup, retries, backoff, and failed requests are excluded from percentiles.
+  `X-OpenRouter-Cache: false` disables caching; responses marked as cache hits are excluded.
+- Partial models are timed on the question set their adapter actually evaluates. Supported-question counts are
+  recorded per sample, including label-only outputs that do not expose calibrated distributions.
+- Mizan timings are contributor-supplied per-case samples from the public submission. Repeated per-question
+  rows were deduplicated by model and case. These are not Tasmim-controlled measurements; the contributor
+  did not provide the measurement date.
+
+## Hardware and input lengths
+
+Local CPU model, unused host GPU model, runtime, precision, and checkpoint revision are recorded. Historical
+local runs did not retain tokenizer counts, so serialized character and UTF-8 byte lengths are reported.
+Hosted token counts use provider usage fields where returned; input lengths are also retained. Provider
+hardware and precision are undisclosed; client CPU and provider identity are separate.
+
+API, local CPU, community GPU, and different provider measurements are not directly comparable. Latency is
+not part of `Overall*`. Existing accuracy predictions, labels, metrics, and Overall calculations were not
+modified.

versions/v1.0.7/results/latency_summary.csv

@@ -0,0 +1,55 @@
+model_id,variant,candidate_type,evaluation_status,latency_p50_ms,latency_p95_ms,latency_mean_ms,latency_stddev_ms,sample_count,attempted_count,failed_count,warmup_attempted_count,warmup_failed_count,failure_breakdown,questions_per_case,execution_type,device,cpu_model,gpu_model_present_on_host,runtime,precision,model_revision,input_tokens_min,input_tokens_p50,input_tokens_max,input_length_characters_min,input_length_characters_p50,input_length_characters_max,input_length_utf8_bytes_min,input_length_utf8_bytes_p50,input_length_utf8_bytes_max,measurement_source,measurement_date_utc_start,measurement_date_utc_end,request_cost_usd,p95_method,notes
+xmanii/Mizan-v2-4B,BF16,community,COMMUNITY_REPORTED,211.14999999999998,235.15,180.65208333333334,147.04228248269033,96,0,0,0,0,{},4,local,"cuda (NVIDIA H100, bf16)",,,"cuda (NVIDIA H100, bf16)",BF16,8ebe4d078a5d57980b5efc8a783a189a6f5ae1d5,,,,,,,,,,community_reported,,,,linear interpolation at (n-1)*0.95,Community-provided raw timing; not independently reproduced; contributor did not provide a measurement date.
+xmanii/Mizan-v2-4B-GGUF,Q4_K_M,community,COMMUNITY_REPORTED,214.65,229.425,240.14166666666668,166.13623177612982,96,0,0,0,0,{},4,local,"cuda (NVIDIA L4, llama.cpp b11443, Q4_K_M)",,,"cuda (NVIDIA L4, llama.cpp b11443, Q4_K_M)",Q4_K_M,6ee4758447e233a909a4cdc098ecef2ce7a86438,,,,,,,,,,community_reported,,,,linear interpolation at (n-1)*0.95,Community-provided raw timing; not independently reproduced; contributor did not provide a measurement date.
+cloudflare/clef,,hosted_api,EVALUATED,559.4075500266626,922.9182001086882,599.8531000077492,144.16800095396718,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,cloudflare/clef,675,740.0,819,1303,1452.5,1765,2012,2284.5,2846,tasmim_measured,2026-10-13T17:09:15+00:00,2026-10-13T17:09:41+00:00,0.002128992,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+cloudflare/clef-flash,,hosted_api,EVALUATED,856.0747500159778,1857.1498200530186,994.1203150054207,477.6634875771701,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,cloudflare/clef-flash,675,740.0,819,1309,1458.5,1771,2018,2290.5,2852,tasmim_measured,2026-10-13T17:17:45+00:00,2026-10-13T17:18:25+00:00,0.000823360,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+inception/mercury-decide:free,,hosted_api,EVALUATED,590.3941500582732,943.6860799556594,644.7261375025846,154.22074321622495,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,inception/mercury-decide-20260930,250,302.5,371,1317,1466.5,1779,2026,2298.5,2860,tasmim_measured,2026-10-13T17:18:29+00:00,2026-10-13T17:18:57+00:00,0,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+liquid/d1,,hosted_api,EVALUATED,437.8030000370927,638.177204906242,453.1393200013554,70.5887052699379,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,liquid/d1-20260930,1058,1375.5,1896,1297,1446.5,1759,2006,2278.5,2840,tasmim_measured,2026-10-13T17:10:17+00:00,2026-10-13T17:10:37+00:00,0.00252412,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+microsoft/microsoft-decision-1,,hosted_api,EVALUATED,560.9281500219367,603.9694149105344,561.1711274978006,49.812926982829026,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,microsoft/microsoft-decision-1-20261009,384,448.5,527,1318,1467.5,1780,2027,2299.5,2861,tasmim_measured,2026-10-13T17:08:47+00:00,2026-10-13T17:09:12+00:00,0.000843780,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+nace-ai/drex-v1.5,,hosted_api,EVALUATED,598.806950089056,981.7142849089574,642.2525100118946,203.60238304287034,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,nace-ai/drex-v1.5-20261009,344,410.5,491,1305,1454.5,1767,2014,2286.5,2848,tasmim_measured,2026-10-13T17:09:46+00:00,2026-10-13T17:10:14+00:00,0.00073408,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+openai/gpt-6-luna-decisions,,hosted_api,EVALUATED,478.3828500076197,648.5447049781212,491.35949249903206,105.57100126958683,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,openai/gpt-6-luna-decisions-20261006,742,798.0,879,1315,1464.5,1777,2024,2296.5,2858,tasmim_measured,2026-10-13T17:07:49+00:00,2026-10-13T17:08:11+00:00,0.0036037,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+perplexity/pplx-decider-v1.1-27b,,hosted_api,EVALUATED,543.9859000616707,1187.8666049160522,657.3874250025256,403.08082721047737,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,perplexity/pplx-decider-v1.1-27b-20261006,1056,1289.0,1566,1320,1469.5,1782,2029,2301.5,2863,tasmim_measured,2026-10-13T17:08:15+00:00,2026-10-13T17:08:43+00:00,0.00115302,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+respan/span-01-lite,,hosted_api,PARTIAL_CAPABILITY,710.899000056088,11412.610110070074,3144.850308577796,7656.52058581722,35,45,5,5,0,"{""ReadTimeout"": 5}",1,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,respan/span-01-lite-20260925,166,200,295,626,753,1034,1006,1223,1749,tasmim_measured,2026-10-13T17:10:48+00:00,2026-10-13T17:17:40+00:00,0,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+typesafe/jev-1.13,,hosted_api,EVALUATED,451.55734999570996,609.8269550362595,483.7950025044847,136.51019046357308,40,45,0,5,0,{},4,hosted_api,hosted provider; device undisclosed,13th Gen Intel(R) Core(TM) i7-13650HX,,OpenRouter Decisions API over httpx; Python 3.13.13,provider default; undisclosed,typesafe/jev-1.13-20260917,921,1030.5,1164,1305,1454.5,1767,2014,2286.5,2848,tasmim_measured,2026-10-13T17:07:24+00:00,2026-10-13T17:07:45+00:00,0.001950732,linear interpolation at (n-1)*0.95,Hosted end-to-end request and answer parsing; hosted server hardware/precision undisclosed.
+DangerLabs/DM-JEPA,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,6c7b6a6c5ca3bfa5221130fc00cc2c3cbb4a5a8c,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+Dibachain/DibaOne-M3,,local,LICENSE_RESTRICTED,761.2249000230804,785.3288749465719,766.1733947873776,18.64211127700519,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=diba_m3; Python 3.13.13,float32,0cff3dc0b73e360ca0185be84a5b8104f5fb5e4c,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T02:55:18Z,2026-10-13T02:56:31Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+Dibachain/DibaOne-X1,,local,PARTIAL_CAPABILITY,626.8376499647275,756.9624500756618,639.1815093775222,76.57080109685685,96,96,0,0,0,{},3,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=diba_x1; Python 3.13.13,float32,a7d696cb743ba41a941934196fcc447d7c39b9b6,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T04:00:32Z,2026-10-13T04:01:32Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+Hanno-Labs/bosun-v3.1-0.6b,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,5e78a37c8d86860ebac9ef2d5327d6299498498e,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+IJyad/jeb-typed-decisions,,local,PARTIAL_CAPABILITY,508.3370999782346,594.5857749611605,506.6957114468096,49.900663767435326,96,96,0,0,0,{},3,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=jeb; Python 3.13.13,float32,75de3f8befe82e03655ca2a8373ef26712eb9c7f,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T03:51:51Z,2026-10-13T03:52:39Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+LiquidAI/d1-omni-600M,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,02b55d7076f15129e59ab3f94783f32c4b088674,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+Lukitaduarte/dinah-0,,local,EVALUATED,4478.109100018628,5557.419549993938,4555.002340628562,525.8332731365289,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=dinah; Python 3.13.13,int8 ONNX,bdfb82d3440c1592551779c3e6068cd71fb734f1,,,,1277,1417.0,1739,1986,2248.5,2820,tasmim_measured,2026-10-13T19:19:26Z,2026-10-13T19:26:38Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+Manav2op/verdict-small,,local,EVALUATED,193.50339996162802,372.1745249640662,156.4525583307841,143.84387945841337,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=verdict; Python 3.13.13,int8 ONNX,085a41e0ea269f00483dd202a286cfb68f7aa63a,,,,1277,1417.0,1739,1986,2248.5,2820,tasmim_measured,2026-10-13T19:15:11Z,2026-10-13T19:15:26Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+ParallaxOpen/Vela-Decision-170M,,local,PARTIAL_CAPABILITY,,,,,0,96,96,0,0,"{""CONTEXT_LIMIT"": 96}",,local,not recorded,,,,,e6d304004bc827112cac3d6a518e3ef9517dbcaf,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+Phocinae/Phocinae-Largha-150M-v1,,local,PARTIAL_CAPABILITY,284.36065005371347,344.9747499835212,288.618335420324,29.66828993546985,96,96,0,0,0,{},3,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=largha; Python 3.13.13,float32,6fd31334ad461265578a8b52cc38969b3960a9dc,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T02:38:56Z,2026-10-13T02:39:23Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+SupersonicLabs/Julia-1,,local,EVALUATED,367.6741999806836,437.1071750065312,372.0550625051449,38.849574962572625,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=julia; Python 3.13.13,float32,a85b127321d580d65176c89ced8273f305745d85,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T03:18:43Z,2026-10-13T03:19:18Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+amyrmahdy/decima-base,,local,EVALUATED,2539.188600028865,3151.433299994096,2549.739056249867,383.9863454740542,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=decima; Python 3.13.13,int8 ONNX,e5d84ab3a8436cedc45b0daefa91979f68319455,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T02:31:54Z,2026-10-13T02:35:55Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+amyrmahdy/decima-small,,local,EVALUATED,606.3125000800937,763.2135000021663,610.6521677077884,93.52613255804434,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=decima; Python 3.13.13,int8 ONNX,14d09cabc1b4e23106ae4413eef852a568ced77b,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T02:16:02Z,2026-10-13T02:17:00Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+chaoliangUNSW/Jev-Style-0.8B-Decision-v3,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,b023d1f9c7858fbf01504577a3bfc349ea5c7385,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+com-kotobalabs/open-jev-deberta-v3-large,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,188ee67a5c93122b916e5acd5bdb0cb3623e380a,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+convaiinnovations/laya-multilingual,,local,EVALUATED,901.0946500347927,1052.1661999518983,911.2270916666603,81.52455879826165,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=laya; Python 3.13.13,float32,1720e3e3357cfe1e281542e223f8273b0890ca34,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T02:12:56Z,2026-10-13T02:14:23Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+eljiwo/jiwo-0.8b,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,71b7911cf68f7df52fdc2dbf07de1e158bb807f2,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+fastino/GLiNER2.5-Decide,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,9d1bfb848cd16d93ee56ccbc59cd92bf0f284d90,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+fastino/GLiNER2.5-multi-Decide,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,e173bca1f0c4217d7a55b3b0c705d5ece8a0218d,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+heman10x/rlcd-modernbert-151m,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,8af2496eb63c7fa66d7d234e1f62629380030eb4,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+hotchpotch/bekko-system-one-v0-17m,,local,EVALUATED,118.87255002511665,153.58032504445873,124.5204427044276,17.161815758968167,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=bekko; Python 3.13.13,float32,b886a1f9b91f4e8368d7830080d52d955e2c8dfa,,,,1277,1417.0,1739,1986,2248.5,2820,tasmim_measured,2026-10-13T18:57:15Z,2026-10-13T18:57:27Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+hotchpotch/bekko-system-one-v0-400m,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,1960df5602bd93cc8d336fdebd9fb68a30926e13,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+hotchpotch/bekko-system-one-v0-68m,,local,EVALUATED,970.8345999242738,1339.919549995102,1025.8772072908566,177.00678587663006,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=bekko; Python 3.13.13,float32,ab7685f23e5edbc1acb12ced4f2c4e12591efa69,,,,1277,1417.0,1739,1986,2248.5,2820,tasmim_measured,2026-10-13T20:36:39Z,2026-10-13T20:38:16Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+internlm/Intern-Decision-0.8B,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,85a0cc5a99d67ea8d56dfe98115689212867171d,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+jaredpalmer/kev-0.5b,,local,OVER_500M,,,,,0,0,0,0,0,{},,local,,,,,,9ce2fd39db3a397c89733f94af948e3d1fdfffcd,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+jaredpalmer/kev-0.8b,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,bf75a6a8848ea6960ff2ed108d9ed44c2941174f,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+kirp/jpt-0.8b,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,1431c0509bbc10772cd59964cc7af5835c8720d6,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+kshitijthakkar/nirnaya-0.4b-0.2a-decision,,local,EVALUATED,9553.018099977635,17469.555025018053,10363.742542707769,2764.944572934462,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=nirnaya; Python 3.13.13,bfloat16,8d81850e41ae31a423d89aaf0b8bd77e946df502,,,,1277,1417.0,1739,1986,2248.5,2820,tasmim_measured,2026-10-13T20:01:33Z,2026-10-13T20:17:50Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+manjunathshiva/opendecider-nano,,local,EVALUATED,4936.387600027956,6259.027224994497,5128.364411459188,655.9211406653449,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=opendecider; Python 3.13.13,float32,1e1f0a7322e446c5ae9bbe840df11680f18a752a,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T03:32:07Z,2026-10-13T03:40:13Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+mohamedlotfy50/sifr-0.8b-v3,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,fdedb868ae7088335cbde79e3a603d05add66377,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+mrm8488/embeddinggemma-2-ft-typed-decision,,local,EVALUATED,4290.354699944146,5607.041125011165,4339.446334370829,635.0762807752166,96,96,0,0,0,{},4,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=gemma; Python 3.13.13,float32,fcc165b7d7d97827e241e09752e83fd11165a74b,,,,1277,1417.0,1739,1986,2248.5,2820,historical_recorded,2026-10-13T02:20:27Z,2026-10-13T02:27:16Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+notnotsamuel/LFM2.5-350M-RLCD,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,deb589d803d141cabd158ef55f6617b128529f36,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+scar-ai/vera-spark,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,964a12f7a7c2aaa08950af899277de789f84045c,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+slow-stack/laya-typed-decisions-multilingual,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,8de52d4d7ec96423639882ca6faa93490fb81c90,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+sthanika-ai/Sieve-0.8B,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,f0f5f886e51ad297e4b04370f251397c39e52eaa,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+tasksource/tasksource-decider-nano,,local,PARTIAL_CAPABILITY,1288.795750006102,1519.270274991868,1313.4401583314077,115.2276202817791,96,96,0,0,0,{},3,local,cpu,13th Gen Intel(R) Core(TM) i7-13650HX,NVIDIA GeForce RTX 3050 6GB Laptop GPU,screen_models adapter=tasksource; Python 3.13.13,float32,46e88e08cc1a3122a348ce134f18865e93f8e1c8,,,,1277,1417.0,1739,1986,2248.5,2820,tasmim_measured,2026-10-13T19:12:14Z,2026-10-13T19:14:19Z,,linear interpolation at (n-1)*0.95,"Local historical case timing; token count was not stored, so exact serialized input characters/bytes are provided."
+togethercomputer/Tev1-0.8B-experimental,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,6bb2dff14b38fea90ddb14d870166ccaf77374e9,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+vllm-sr/Decision-2.0-Eos-0.8B,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,52cad37ef21f598302fe964cbfa164739cb965d5,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+vllm-sr/Decision-2.0-Kai-0.6B,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,cc7f30cda9e7c7b28c5f71ef33f01e09385f1c4b,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+vllm-sr/d3-edge,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,fe71f8e1dad1d0198386de78345b13f25c319b36,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+vllm-sr/d3-lite,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,99e5b1ce5a718454cd112cfe00caa8d2ae8df2ff,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.
+wfzyx/von,,local,RESOURCE_BLOCKED,,,,,0,0,0,0,0,{},,local,,,,,,498ceba33390b32cfefaab6422ec380318ba9b99,,,,,,,,,,not_measured,,,,linear interpolation at (n-1)*0.95,No valid completed timing samples; see status and failure breakdown.