Benchmark Almanac

XpertBench

Seed2.0 Pro 64.5% leads since Feb 2026 Fading

Models complete expert tasks from more than 140 task types in law, finance, education, humanities and science. Over 200 domain experts wrote the prompts and weighted rubrics.

In-house Seed benchmark built on the Xpert expert platform. Seed1.8 reports scores per field. Rubric grading is assumed to be automatic.

Made by ByteDance Seed Released Dec 2025 Tasks from real jobs Tasks kept private Last in a launch post Apr 2026 , dropped before it saturated Last model added Apr 2026
Level
Expert Specialists with years of training, often over hours of work
Scored
Graded by a model A language model scores each response, usually against a rubric.
Answers
Open-ended Free-form text, documents, designs or media judged as a whole.
3
Models scored in lab cards
2
Launch posts list it, from 1 lab
2
System cards report it, from 1 lab

Seed2.0 Pro leads with 64.5% among models released by Apr 2026

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

The newest model with a score here came out in Apr 2026, and nobody has reported a newer one. Among the 20 highest-ranked models on the capability index, these have no score yet:

  1. 1 Seed2.0 Pro 64.5%
  2. 2 Seed2.0 Lite (0428) 56.8%
  3. 3 Seed1.8 51.3%
#ModelScoreSettingDateSource
1 Seed2.0 Pro 64.5% Feb 2026 Model card
2 Seed2.0 Lite (0428) 56.8% Apr 2026 Model card
3 Seed1.8 51.3% Dec 2025 Model card

2 models have held number one since its release in Dec 2025

Lab claims count from the day the card came out, independent runs from the model’s release.

ByteDance Seed
Lab claims Not tested since Apr 2026
Seed2.0 Pro 64.5%

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card Best so far
0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Seed2.0 Pro Seed1.8 0% 20% 40% 60% 80% 100% 2026 Near the ceiling (85%) Seed2.0 Pro Seed1.8

Labs headline it less often now, last in Apr 2026

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

ByteDance Seed
DateLaunch postScoreAs the post writes it
28 Apr 2026 Seed2.0 Lite (0428) 56.8 XPert Bench
18 Dec 2025 Seed1.8 51.3 Mean of XpertBench Law 55.2 / Fin 62.0 / Edu 47.9 / Research 31.4 / Humanities 60.2

2 system cards report it, from 1 lab

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
21 Mar 2026 Seed1.8 model card XpertBench Law 55.2, Fin 62.0, Edu 47.9, Research 31.4, Humanities 60.2, no overall (Table 4) Capabilities
14 Feb 2026 Seed2.0 Pro model card 64.5 XPert Bench (Table 13) Capabilities

More in Economic work

All 91 in Economic work
  • JobBench In use 130 tasks from 35 occupations workers most want delegated. Agent works through messy reference files, graded by fact-anchored binary rubrics. GLM-5.3 61.4%
  • GDPval In use Real work tasks from 44 occupations with reference files. Experts blindly compare model deliverables with expert work. Metric is win-or-tie rate. Seed2.1 Pro 87.9%
  • GDPval-AA v2.1 In use Agents with shell and web access complete 220 GDPval gold tasks from 44 occupations. Blind pairwise comparisons give Elo ratings. Claude Opus 5.5 1,846
  • AA-Briefcase v1.1 In use Version 1.1 of Artificial Analysis's multi-hour office work evaluation, with Elo ratings fitted by Crowd-BT. Claude Opus 5.5 1,822
  • CoWorkBench In use Agent completes long-horizon productivity tasks across computer science, finance, law and medicine. Qwen in-house scoring (method unpublished). Qwen3.8-Omni-Flash 75.3%
  • OfficeQA In use Grounded reasoning over a large corpus of U.S. Treasury Bulletin documents: locate tables and compute precise numeric answers. Claude Opus 4.7 86.3%