Feature/support official paperbench

[lwaekfjlk]

Closes #

📑 Description

✅ Checks

• My pull request adheres to the code style of this project
• My code requires changes to the documentation
• I have updated the documentation as required
• All the tests have passed
• Branch name follows type/descript (e.g. feature/add-llm-agents)
• Ready for code review

ℹ Additional Information

[codecov]

Codecov Report

Attention: Patch coverage is 0.24631% with 405 lines in your changes missing coverage. Please review.

Project coverage is 63.41%. Comparing base (159a725) to head (eb5da2b).

Files with missing lines	Patch %	Lines
research_bench/split_paper_bench.py	0.00%	96 Missing ⚠️
research_bench/eval_only.py	0.00%	74 Missing ⚠️
research_bench/proposal_writing.py	0.00%	62 Missing ⚠️
research_bench/filter_results.py	0.00%	32 Missing ⚠️
research_bench/get_cross_domain_paper.py	0.00%	31 Missing ⚠️
research_bench/fill_in_all_metrics.py	0.00%	28 Missing ⚠️
research_bench/check_arxiv_paper_topic.py	0.00%	25 Missing ⚠️
research_bench/eval.py	0.00%	19 Missing ⚠️
research_bench/compare_mlbench_and_mlbench_full.py	0.00%	12 Missing ⚠️
research_bench/get_url.py	0.00%	10 Missing ⚠️
... and 4 more

@@            Coverage Diff             @@
##             main     #918      +/-   ##
==========================================
- Coverage   70.15%   63.41%   -6.75%     
==========================================
  Files          80       89       +9     
  Lines        3569     3950     +381     
==========================================
+ Hits         2504     2505       +1     
- Misses       1065     1445     +380     

Files with missing lines	Coverage Δ
research_town/utils/sampler.py	92.30% <50.00%> (-3.53%)	⬇️
...arch_town/envs/env_proposal_writing_without_rag.py	30.76% <0.00%> (+0.58%)	⬆️
research_bench/nv_api.py	0.00% <0.00%> (ø)
research_bench/run_eval.py	0.00% <0.00%> (ø)
research_bench/get_url.py	0.00% <0.00%> (ø)
research_bench/compare_mlbench_and_mlbench_full.py	0.00% <0.00%> (ø)
research_bench/eval.py	0.00% <0.00%> (ø)
research_bench/check_arxiv_paper_topic.py	0.00% <0.00%> (ø)
research_bench/fill_in_all_metrics.py	0.00% <0.00%> (ø)
research_bench/get_cross_domain_paper.py	0.00% <0.00%> (ø)
... and 4 more