rank_full,rank_mini,move,run,system,model,retriever,source,split,weight,score_full_830,score_mini_15,mini_score_linear_fit_to_full,official_leaderboard_llm_judge
1,1,0,GPT-5.5 | BM25 (Pi-Serini) | Pi-Serini,GPT-5.5 @ Pi-Serini,GPT-5.5,BM25 (Pi-Serini),Pi-Serini,validate,1.0,0.8036,1.0,0.7356,
2,5,3,GPT-5 | BM25 (Pi-Serini) | Pi-Serini,GPT-5 @ Pi-Serini,GPT-5,BM25 (Pi-Serini),Pi-Serini,test,1.0,0.7193,0.8667,0.6945,
3,3,0,Kimi-K2.6 | Qwen3-Embed-8B | liuqi6777 search-agent trajectories,Kimi-K2.6 @ liuqi6777 search-agent trajectories,Kimi-K2.6,Qwen3-Embed-8B,liuqi6777 search-agent trajectories,select,1.0,0.7084,0.9333,0.715,
4,1,-3,GPT-5.4 | BM25 (Pi-Serini) | Pi-Serini,GPT-5.4 @ Pi-Serini,GPT-5.4,BM25 (Pi-Serini),Pi-Serini,validate,1.0,0.7024,1.0,0.7356,
5,5,0,GPT-5 | Qwen3-Embed-8B | BrowseComp-Plus official runs,GPT-5 @ BrowseComp-Plus official runs,GPT-5,Qwen3-Embed-8B,BrowseComp-Plus official runs,validate,0.5,0.7,0.8667,0.6945,71.69
6,5,-1,GPT-5.2 | BM25 (Pi-Serini) | Pi-Serini,GPT-5.2 @ Pi-Serini,GPT-5.2,BM25 (Pi-Serini),Pi-Serini,test,1.0,0.6892,0.8667,0.6945,
7,21,14,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d50-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d50-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6675,0.6,0.6125,
8,9,1,DeepSeek-V4-Pro | Qwen3-Embed-8B | liuqi6777 search-agent trajectories,DeepSeek-V4-Pro @ liuqi6777 search-agent trajectories,DeepSeek-V4-Pro,Qwen3-Embed-8B,liuqi6777 search-agent trajectories,select,1.0,0.6639,0.7333,0.6535,
9,3,-6,Claude-Opus-4.7 | BM25 (Pi-Serini) | Pi-Serini,Claude-Opus-4.7 @ Pi-Serini,Claude-Opus-4.7,BM25 (Pi-Serini),Pi-Serini,select,1.0,0.6627,0.9333,0.715,
10,30,20,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d50-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d50-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6554,0.5333,0.592,
11,12,1,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d50-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d50-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6506,0.6667,0.633,
12,9,-3,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d20-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d20-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6458,0.7333,0.6535,
13,42,29,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d20-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d20-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6422,0.4,0.551,
13,12,-1,DeepSeek-V4-Flash | BM25 (Pi-Serini) | Pi-Serini,DeepSeek-V4-Flash @ Pi-Serini,DeepSeek-V4-Flash,BM25 (Pi-Serini),Pi-Serini,test,1.0,0.6422,0.6667,0.633,
15,21,6,gpt-oss-20b (high) | splade-v3-d50-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d50-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6386,0.6,0.6125,
16,21,5,o3 | Qwen3-Embed-8B | BrowseComp-Plus official runs,o3 @ BrowseComp-Plus official runs,o3,Qwen3-Embed-8B,BrowseComp-Plus official runs,test,0.5,0.6373,0.6,0.6125,65.9
17,30,13,gpt-oss-20b (high) | splade-v3-d50-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d50-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6289,0.5333,0.592,
18,12,-6,DeepSeek-V4-Pro | BM25 (Pi-Serini) | Pi-Serini,DeepSeek-V4-Pro @ Pi-Serini,DeepSeek-V4-Pro,BM25 (Pi-Serini),Pi-Serini,validate,1.0,0.6265,0.6667,0.633,
19,9,-10,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d20-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d20-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6253,0.7333,0.6535,
20,8,-12,gpt-oss-20b (high) | splade-v3-d50-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d50-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6169,0.8,0.674,
21,12,-9,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d10-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d10-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6084,0.6667,0.633,
22,21,-1,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d10-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d10-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6048,0.6,0.6125,
23,12,-11,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-d10-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-d10-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.6024,0.6667,0.633,
24,12,-12,gpt-oss-20b (high) | splade-v3-d20-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d20-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5988,0.6667,0.633,
25,49,24,Qwen3.5-35B-A3B | Qwen3-Embed-8B | liuqi6777 search-agent trajectories,Qwen3.5-35B-A3B @ liuqi6777 search-agent trajectories,Qwen3.5-35B-A3B,Qwen3-Embed-8B,liuqi6777 search-agent trajectories,select,1.0,0.588,0.3333,0.5305,
26,12,-14,gpt-oss-20b (high) | splade-v3-d10-q2q-context-rank1-7b-k5.passage [table13] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d10-q2q-context-rank1-7b-k5.passage [table13],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5795,0.6667,0.633,
27,21,-6,gpt-oss-20b (high) | splade-v3-d20-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d20-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5723,0.6,0.6125,
28,12,-16,gpt-oss-20b (high) | splade-v3-d10-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d10-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5687,0.6667,0.633,
29,42,13,gpt-oss-20b (high) | splade-v3-d20-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d20-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5651,0.4,0.551,
30,21,-9,gpt-oss-20b (high) | splade-v3-d10-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d10-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5639,0.6,0.6125,
31,42,11,gpt-oss-20b (high) | splade-v3-d10-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-d10-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5627,0.4,0.551,
32,30,-2,GPT-5 | BM25 | BrowseComp-Plus official runs,GPT-5 @ BrowseComp-Plus official runs,GPT-5,BM25,BrowseComp-Plus official runs,validate,0.5,0.5566,0.5333,0.592,57.59
33,21,-12,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-k5.passage [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-k5.passage [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5542,0.6,0.6125,57.23
34,30,-4,gpt-oss-20b (high) | q2q-bm25-k1-0.9-b-0.4-k5.passage [table11] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),q2q-bm25-k1-0.9-b-0.4-k5.passage [table11],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.553,0.5333,0.592,
35,36,1,gpt-oss-20b (high) | qwen3-embedding-8b-d50-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d50-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5494,0.4667,0.5715,
36,49,13,OpenResearcher-30B-A3B | Qwen3-Embed-8B | OpenResearcher eval logs,OpenResearcher-30B-A3B @ OpenResearcher eval logs,OpenResearcher-30B-A3B,Qwen3-Embed-8B,OpenResearcher eval logs,select,1.0,0.547,0.3333,0.5305,
37,12,-25,gpt-oss-20b (high) | qwen3-embedding-8b-d50-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d50-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5446,0.6667,0.633,
38,36,-2,gpt-oss-20b (high) | colbertv2.0-q512-d512-k5.document.getdoc [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),colbertv2.0-q512-d512-k5.document.getdoc [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5422,0.4667,0.5715,
39,36,-3,gpt-oss-20b (high) | q2q-context-bm25-k1-0.9-b-0.4-k5.passage [table11] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),q2q-context-bm25-k1-0.9-b-0.4-k5.passage [table11],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5373,0.4667,0.5715,
40,42,2,gpt-oss-20b (high) | qwen3-embedding-8b-d50-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d50-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5313,0.4,0.551,
41,30,-11,gpt-oss-20b (high) | q2q-context-splade-v3-k5.passage [table11] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),q2q-context-splade-v3-k5.passage [table11],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5301,0.5333,0.592,
42,42,0,gpt-oss-20b (high) | bm25-k5.passage.getdoc [table6] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k5.passage.getdoc [table6],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5265,0.4,0.551,
43,49,6,Claude-Haiku-4.5 | BM25 (Pi-Serini) | Pi-Serini,Claude-Haiku-4.5 @ Pi-Serini,Claude-Haiku-4.5,BM25 (Pi-Serini),Pi-Serini,validate,1.0,0.5229,0.3333,0.5305,
44,49,5,gpt-oss-20b (high) | qwen3-embedding-8b-d20-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d20-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5108,0.3333,0.5305,
44,21,-23,gpt-oss-20b (high) | splade-v3-k5.document.getdoc [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-k5.document.getdoc [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5108,0.6,0.6125,
46,36,-10,gpt-oss-20b (high) | no_retrieved_docidssplade-v3-512-k5.browsecomp-plus-passage [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),no_retrieved_docidssplade-v3-512-k5.browsecomp-plus-passage [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.5072,0.4667,0.5715,
47,65,18,gpt-oss-20b (high) | qwen3-embedding-8b-d20-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d20-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.506,0.1333,0.4689,
48,36,-12,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-k5.document-len512 [table7] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-k5.document-len512 [table7],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4976,0.4667,0.5715,
49,30,-19,gpt-oss-20b (high) | colbertv2.0-q512-d512-k5.document [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),colbertv2.0-q512-d512-k5.document [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.488,0.5333,0.592,
49,74,25,timchen0618/traj_summary_orig_ext_selected_tools,"timchen0618 (one LLM, 6 trajectory-summary variants)",not stated,not stated,timchen0618 bcp-full-runs-v1,select,0.1667,0.488,0.0,0.4279,
51,56,5,gpt-oss-20b (high) | q2q-splade-v3-k5.passage [table11] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),q2q-splade-v3-k5.passage [table11],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4867,0.2,0.4894,
52,49,-3,o3 | BM25 | BrowseComp-Plus official runs,o3 @ BrowseComp-Plus official runs,o3,BM25,BrowseComp-Plus official runs,test,0.5,0.4855,0.3333,0.5305,50.48
53,21,-32,gpt-oss-20b (high) | bm25-k1-10-b-1-k5.document [table7] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-10-b-1-k5.document [table7],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4843,0.6,0.6125,50.6
53,42,-11,gpt-oss-20b (high) | qwen3-embedding-8b-d20-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d20-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4843,0.4,0.551,
55,36,-19,gpt-oss-20b (high) | splade-v3-k5.passage.getdoc [table6] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-k5.passage.getdoc [table6],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4831,0.4667,0.5715,
56,74,18,timchen0618/traj_summary_orig_ext,"timchen0618 (one LLM, 6 trajectory-summary variants)",not stated,not stated,timchen0618 bcp-full-runs-v1,select,0.1667,0.4614,0.0,0.4279,
57,71,14,timchen0618/traj_ext,"timchen0618 (one LLM, 6 trajectory-summary variants)",not stated,not stated,timchen0618 bcp-full-runs-v1,select,0.1667,0.4602,0.0667,0.4484,
58,56,-2,gpt-oss-20b (high) | qwen3-embedding-8b-d10-monot5-3b-msmarco-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d10-monot5-3b-msmarco-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.459,0.2,0.4894,
58,74,16,timchen0618/traj_summary_ext,"timchen0618 (one LLM, 6 trajectory-summary variants)",not stated,not stated,timchen0618 bcp-full-runs-v1,select,0.1667,0.459,0.0,0.4279,
60,74,14,Tongyi-DeepResearch-30B-A3B | Qwen3-Embed-8B | liuqi6777 search-agent trajectories,Tongyi-DeepResearch-30B-A3B @ liuqi6777 search-agent trajectories,Tongyi-DeepResearch-30B-A3B,Qwen3-Embed-8B,liuqi6777 search-agent trajectories,validate,1.0,0.4578,0.0,0.4279,
61,74,13,timchen0618/traj_summary_ext_selected_tools,"timchen0618 (one LLM, 6 trajectory-summary variants)",not stated,not stated,timchen0618 bcp-full-runs-v1,select,0.1667,0.447,0.0,0.4279,
62,71,9,gpt-oss-20b (high) | qwen3-embedding-8b-d10-rank1-7b-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d10-rank1-7b-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4446,0.0667,0.4484,
63,54,-9,gpt-oss-20b (high) | q2q-context-qwen3-embedding-8b-k5.passage [table11] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),q2q-context-qwen3-embedding-8b-k5.passage [table11],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4349,0.2667,0.51,
63,56,-7,gpt-oss-20b (high) | qwen3-embedding-8b-d10-rankllama-v1-7b-lora-passage-k5.passage [table8] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-d10-rankllama-v1-7b-lora-passage-k5.passage [table8],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4349,0.2,0.4894,
63,42,-21,gpt-oss-20b (high) | splade-v3-k5.document [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),splade-v3-k5.document [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4349,0.4,0.551,
66,65,-1,gpt-oss-20b (high) | qwen3-embedding-8b-k5.document.getdoc [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-k5.document.getdoc [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4289,0.1333,0.4689,
67,56,-11,gpt-oss-20b (high) | bm25-k1-3.8-b-0.87-k5.document [table7] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-3.8-b-0.87-k5.document [table7],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4241,0.2,0.4894,
68,74,6,timchen0618/traj_orig_ext,"timchen0618 (one LLM, 6 trajectory-summary variants)",not stated,not stated,timchen0618 bcp-full-runs-v1,select,0.1667,0.4193,0.0,0.4279,
69,54,-15,gpt-oss-20b (high) | qwen3-embedding-8b-k5.document [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-k5.document [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.4048,0.2667,0.51,
70,56,-14,gpt-oss-20b (high) | qwen3-embedding-8b-k5.passage [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-k5.passage [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.3988,0.2,0.4894,
71,71,0,gpt-oss-120b-high | Qwen3-Embed-8B | liuqi6777 search-agent trajectories,gpt-oss-120b-high @ liuqi6777 search-agent trajectories,gpt-oss-120b-high,Qwen3-Embed-8B,liuqi6777 search-agent trajectories,test,1.0,0.394,0.0667,0.4484,
72,56,-16,gpt-oss-20b (high) | qwen3-embedding-8b-k5.passage.getdoc [table6] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),qwen3-embedding-8b-k5.passage.getdoc [table6],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.388,0.2,0.4894,
73,65,-8,gpt-oss-20b (high) | repllama-v1-7b-lora-passage-k5.passage [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),repllama-v1-7b-lora-passage-k5.passage [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.3843,0.1333,0.4689,
74,56,-18,gpt-oss-20b (high) | q2q-qwen3-embedding-8b-k5.passage [table11] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),q2q-qwen3-embedding-8b-k5.passage [table11],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.3807,0.2,0.4894,
75,56,-19,gpt-oss-20b (high) | repllama-v1-7b-lora-passage-k5.document.getdoc [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),repllama-v1-7b-lora-passage-k5.document.getdoc [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.3675,0.2,0.4894,
76,65,-11,gpt-oss-20b (high) | repllama-v1-7b-lora-passage-k5.document [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),repllama-v1-7b-lora-passage-k5.document [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.3542,0.1333,0.4689,
77,56,-21,gpt-oss-20b (high) | repllama-v1-7b-lora-passage-k5.passage.getdoc [table6] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),repllama-v1-7b-lora-passage-k5.passage.getdoc [table6],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.353,0.2,0.4894,
78,65,-13,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-k5.document.getdoc [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-k5.document.getdoc [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.2807,0.1333,0.4689,
79,65,-14,gpt-oss-20b (high) | bm25-k1-0.9-b-0.4-k5.document [table3] | Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high) @ Revisiting Text Ranking in Deep Research (SIGIR'26) runs,gpt-oss-20b (high),bm25-k1-0.9-b-0.4-k5.document [table3],Revisiting Text Ranking in Deep Research (SIGIR'26) runs,test,0.0182,0.2446,0.1333,0.4689,