id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
20,801 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838772.154 | 54.340 | 154.719 | 51.816 | -85 | -85 | -85 | -72 | -81 | -79 | -68 | -80 |
| B | 1722838966.181 | 29.717 | 143.360 | 51.816 | -87 | -86 | -84 | -69 | -86 | -73 | -70 | -81 |
| C | 1722838943.165 | 52.642 | 81.002 | 51.816 | -82 | -68 | -82 | -87 | -83 | -80 | -85 | -70 |
| D | 1722839029.199 | 101.888 | 179.057 | 51.816 | -86 | -81 | -83 | -88 | -76 | -77 | -84 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838761.163
- **Target RSSI fingerprint:** [-85, -87, -84, -74, -89, -75, -73, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.81156477905509,
147.9912567138672,
51.816
] | 4 |
32,363 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693126.167 | 186.799 | 44.575 | 60.960 | -100 | -80 | -83 | -80 | -72 | -82 | -100 | -80 |
| B | 1723693455.141 | 206.328 | 56.638 | 60.960 | -82 | -82 | -83 | -85 | -75 | -76 | -75 | -78 |
| C | 1723693044.161 | 33.114 | 60.486 | 60.960 | -78 | -100 | -76 | -89 | -82 | -80 | -75 | -77 |
| D | 1723693058.182 | 97.645 | 29.513 | 60.960 | -80 | -81 | -74 | -100 | -79 | -75 | -72 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693096.159
- **Target RSSI fingerprint:** [-80, -82, -76, -84, -77, -80, -77, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.96653923975899,
61.62763595581055,
60.96
] | 4 |
18,831 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840994.156 | 135.850 | 118.544 | 60.960 | -77 | -76 | -81 | -73 | -74 | -71 | -73 | -82 |
| B | 1722841066.176 | 61.133 | 141.927 | 60.960 | -79 | -86 | -86 | -78 | -71 | -72 | -74 | -67 |
| C | 1722840945.154 | 13.585 | 123.706 | 60.960 | -87 | -89 | -84 | -82 | -82 | -85 | -78 | -83 |
| D | 1722840860.161 | 61.133 | 140.971 | 60.960 | -79 | -82 | -78 | -79 | -72 | -73 | -73 | -67 |
| E | 1722841232.154 | 56.038 | 75.163 | 60.960 | -90 | -83 | -71 | -77 | -80 | -71 | -79 | -77 |
| F | 1722840913.158 | 89.152 | 193.602 | 60.960 | -74 | -73 | -76 | -77 | -77 | -72 | -74 | -73 |
| G | 1722841177.157 | 84.057 | 127.289 | 60.960 | -83 | -84 | -79 | -84 | -78 | -71 | -76 | -73 |
| H | 1722841207.188 | 129.058 | 111.471 | 60.960 | -83 | -80 | -80 | -81 | -92 | -90 | -79 | -77 |
| I | 1722841305.167 | 133.303 | 119.168 | 60.960 | -85 | -87 | -81 | -83 | -80 | -80 | -84 | -84 |
| J | 1722840969.179 | 73.019 | 119.128 | 60.960 | -79 | -83 | -82 | -85 | -79 | -71 | -71 | -73 |
| K | 1722841399.206 | 122.265 | 141.489 | 60.960 | -72 | -78 | -71 | -74 | -73 | -67 | -70 | -79 |
| L | 1722840929.172 | 49.246 | 156.922 | 60.960 | -75 | -77 | -100 | -100 | -79 | -75 | -73 | -71 |
| M | 1722841333.161 | 74.718 | 179.256 | 60.960 | -73 | -74 | -75 | -75 | -77 | -74 | -73 | -70 |
| N | 1722841443.171 | 41.604 | 35.472 | 60.960 | -90 | -80 | -82 | -70 | -85 | -82 | -73 | -77 |
| O | 1722841220.193 | 78.963 | 69.072 | 60.960 | -83 | -74 | -80 | -66 | -79 | -77 | -71 | -74 |
| P | 1722841130.172 | 65.378 | 171.520 | 60.960 | -75 | -79 | -75 | -80 | -79 | -74 | -71 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840864.163
- **Target RSSI fingerprint:** [-81, -78, -81, -76, -71, -67, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01937940347152,
125.17947673797607,
60.96
] | 16 |
28,919 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689776.141 | 223.310 | 113.037 | 42.672 | -85 | -84 | -81 | -86 | -88 | -80 | -89 | -81 |
| B | 1723689952.134 | 151.986 | 46.526 | 42.672 | -86 | -85 | -81 | -72 | -80 | -72 | -77 | -79 |
| C | 1723690110.158 | 200.384 | 129.506 | 42.672 | -86 | -74 | -74 | -91 | -87 | -87 | -78 | -84 |
| D | 1723689865.166 | 191.893 | 53.533 | 42.672 | -80 | -91 | -88 | -100 | -78 | -72 | -81 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689597.169
- **Target RSSI fingerprint:** [-78, -71, -69, -79, -78, -74, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.70127697360157,
42.74388790130615,
42.672000000000004
] | 4 |
41,046 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127116.141 | 44.152 | 29.872 | 42.672 | -65 | -100 | -73 | -100 | -81 | -78 | -69 | -55 |
| B | 1724126795.137 | 123.117 | 32.937 | 42.672 | -84 | -81 | -70 | -81 | -89 | -100 | -83 | -78 |
| C | 1724126975.133 | 140.099 | 40.501 | 42.672 | -85 | -77 | -73 | -82 | -89 | -100 | -82 | -84 |
| D | 1724126700.135 | 135.854 | 51.476 | 42.672 | -85 | -65 | -85 | -69 | -82 | -88 | -81 | -76 |
| E | 1724126875.139 | 135.854 | 42.518 | 42.672 | -83 | -100 | -84 | -79 | -84 | -90 | -76 | -84 |
| F | 1724126893.137 | 114.627 | 92.574 | 42.672 | -100 | -72 | -81 | -69 | -83 | -100 | -82 | -87 |
| G | 1724126659.114 | 68.776 | 76.477 | 42.672 | -100 | -89 | -100 | -74 | -83 | -65 | -78 | -77 |
| H | 1724126877.135 | 139.250 | 43.686 | 42.672 | -85 | -100 | -83 | -77 | -83 | -90 | -77 | -76 |
| I | 1724126796.126 | 118.872 | 30.708 | 42.672 | -85 | -93 | -75 | -87 | -91 | -100 | -82 | -88 |
| J | 1724126941.141 | 59.436 | 38.033 | 42.672 | -81 | -100 | -100 | -100 | -80 | -64 | -72 | -68 |
| K | 1724127076.137 | 117.174 | 89.734 | 42.672 | -100 | -67 | -80 | -69 | -81 | -83 | -78 | -69 |
| L | 1724126658.129 | 66.229 | 74.871 | 42.672 | -100 | -85 | -100 | -75 | -85 | -66 | -81 | -83 |
| M | 1724126357.134 | 3.396 | 120.455 | 42.672 | -100 | -94 | -104 | -101 | -100 | -85 | -100 | -102 |
| N | 1724127201.145 | 20.378 | 79.927 | 42.672 | -100 | -82 | -86 | -100 | -81 | -65 | -100 | -79 |
| O | 1724126669.134 | 81.512 | 58.058 | 42.672 | -70 | -77 | -100 | -100 | -73 | -74 | -77 | -73 |
| P | 1724127111.144 | 35.662 | 46.035 | 42.672 | -74 | -100 | -72 | -100 | -74 | -69 | -67 | -56 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127096.154
- **Target RSSI fingerprint:** [-100, -78, -81, -76, -86, -64, -77, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.13419254865359,
69.76237773895264,
42.672000000000004
] | 16 |
42,916 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696616.159 | 22.925 | 42.611 | 42.672 | -83 | -78 | -77 | -80 | -72 | -72 | -69 | -68 |
| B | 1723696600.158 | 54.341 | 35.525 | 42.672 | -75 | -84 | -74 | -74 | -79 | -80 | -79 | -61 |
| C | 1723696913.160 | 22.925 | 43.527 | 42.672 | -75 | -75 | -100 | -71 | -100 | -70 | -75 | -77 |
| D | 1723696829.153 | 112.928 | 66.936 | 42.672 | -72 | -70 | -78 | -73 | -77 | -70 | -79 | -100 |
| E | 1723696625.133 | 28.869 | 52.723 | 42.672 | -83 | -90 | -75 | -76 | -76 | -71 | -70 | -69 |
| F | 1723696640.161 | 92.550 | 85.992 | 42.672 | -85 | -70 | -81 | -100 | -76 | -67 | -73 | -82 |
| G | 1723696780.150 | 40.756 | 28.677 | 42.672 | -81 | -81 | -77 | -78 | -81 | -80 | -76 | -63 |
| H | 1723696575.152 | 123.117 | 44.350 | 42.672 | -88 | -82 | -80 | -78 | -79 | -86 | -79 | -84 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696566.144
- **Target RSSI fingerprint:** [-83, -67, -74, -80, -73, -69, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.04121504702145,
33.4015417098999,
42.672000000000004
] | 8 |
39,597 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129071.152 | 0.849 | 121.504 | 51.816 | -98 | -98 | -100 | -100 | -100 | -99 | -84 | -100 |
| B | 1724128617.138 | 31.416 | 57.912 | 51.816 | -75 | -78 | -78 | -78 | -86 | -80 | -70 | -81 |
| C | 1724128423.136 | 35.662 | 34.238 | 51.816 | -78 | -69 | -78 | -75 | -79 | -78 | -67 | -66 |
| D | 1724128544.134 | 75.569 | 44.695 | 51.816 | -80 | -82 | -100 | -77 | -84 | -77 | -66 | -78 |
| E | 1724128721.118 | 43.303 | 29.765 | 51.816 | -85 | -100 | -81 | -86 | -86 | -83 | -82 | -82 |
| F | 1724128958.146 | 60.285 | 4.565 | 51.816 | -76 | -74 | -77 | -82 | -82 | -77 | -63 | -63 |
| G | 1724128946.138 | 116.325 | 31.225 | 51.816 | -84 | -81 | -82 | -83 | -68 | -83 | -100 | -75 |
| H | 1724128658.161 | 134.156 | 40.806 | 51.816 | -80 | -83 | -83 | -80 | -80 | -80 | -87 | -79 |
| I | 1724128969.143 | 48.398 | 13.297 | 51.816 | -100 | -76 | -82 | -84 | -77 | -82 | -64 | -80 |
| J | 1724128395.142 | 25.473 | 64.627 | 51.816 | -76 | -82 | -76 | -100 | -100 | -75 | -78 | -64 |
| K | 1724128651.143 | 99.343 | 24.935 | 51.816 | -100 | -85 | -84 | -86 | -89 | -83 | -100 | -78 |
| L | 1724128599.151 | 52.643 | 4.618 | 51.816 | -78 | -66 | -76 | -75 | -71 | -76 | -66 | -65 |
| M | 1724128619.199 | 38.209 | 61.614 | 51.816 | -79 | -86 | -80 | -82 | -78 | -81 | -68 | -77 |
| N | 1724128765.144 | 104.438 | 25.970 | 51.816 | -83 | -82 | -81 | -79 | -83 | -84 | -85 | -76 |
| O | 1724128823.142 | 90.003 | 44.097 | 51.816 | -100 | -100 | -75 | -84 | -83 | -76 | -76 | -68 |
| P | 1724128625.139 | 63.681 | 74.832 | 51.816 | -81 | -87 | -82 | -79 | -80 | -80 | -67 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128460.131
- **Target RSSI fingerprint:** [-79, -100, -100, -79, -82, -79, -100, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.70128841636978,
22.93121337890625,
51.816
] | 16 |
12,194 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839186.169 | 66.227 | 140.931 | 51.816 | -83 | -77 | -78 | -77 | -71 | -72 | -67 | -70 |
| B | 1722839312.170 | 118.869 | 145.656 | 51.816 | -77 | -73 | -84 | -83 | -75 | -71 | -81 | -69 |
| C | 1722838758.141 | 23.774 | 138.092 | 51.816 | -83 | -81 | -87 | -87 | -88 | -77 | -78 | -88 |
| D | 1722838892.161 | 108.680 | 148.177 | 51.816 | -86 | -82 | -87 | -84 | -87 | -78 | -68 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839337.177
- **Target RSSI fingerprint:** [-78, -87, -80, -69, -78, -77, -85, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.00063089219121,
78.42793464660645,
51.816
] | 4 |
41,401 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126777.138 | 130.759 | 71.979 | 42.672 | -84 | -100 | -83 | -100 | -86 | -82 | -86 | -84 |
| B | 1724126994.141 | 56.040 | 1.380 | 42.672 | -100 | -70 | -88 | -91 | -84 | -100 | -61 | -84 |
| C | 1724126856.141 | 90.003 | 40.169 | 42.672 | -79 | -85 | -100 | -71 | -71 | -75 | -76 | -83 |
| D | 1724126840.150 | 61.134 | 71.448 | 42.672 | -78 | -80 | -85 | -84 | -85 | -83 | -65 | -81 |
| E | 1724126731.151 | 47.549 | 62.172 | 42.672 | -74 | -72 | -79 | -82 | -100 | -76 | -62 | -75 |
| F | 1724126607.123 | 17.831 | 89.469 | 42.672 | -100 | -83 | -78 | -100 | -72 | -78 | -79 | -72 |
| G | 1724126992.142 | 59.436 | 3.172 | 42.672 | -100 | -75 | -86 | -87 | -86 | -100 | -63 | -82 |
| H | 1724127154.176 | 141.797 | 42.969 | 42.672 | -85 | -100 | -91 | -70 | -75 | -73 | -100 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127158.134
- **Target RSSI fingerprint:** [-85, -100, -82, -87, -89, -84, -100, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
140.94827726495132,
41.21779441833496,
42.672000000000004
] | 8 |
42,234 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698465.157 | 35.662 | 7.471 | 51.816 | -100 | -72 | -80 | -66 | -67 | -100 | -75 | -71 |
| B | 1723697799.168 | 6.793 | 60.632 | 51.816 | -100 | -100 | -100 | -92 | -94 | -85 | -87 | -70 |
| C | 1723698048.141 | 123.967 | 44.310 | 51.816 | -81 | -75 | -73 | -83 | -80 | -77 | -76 | -100 |
| D | 1723698442.134 | 17.831 | 49.990 | 51.816 | -76 | -80 | -77 | -76 | -83 | -77 | -80 | -66 |
| E | 1723698372.152 | 67.927 | 75.920 | 51.816 | -74 | -79 | -76 | -81 | -82 | -75 | -73 | -70 |
| F | 1723698147.147 | 111.230 | 66.179 | 51.816 | -75 | -83 | -85 | -100 | -74 | -81 | -78 | -77 |
| G | 1723698116.148 | 55.191 | 7.790 | 51.816 | -76 | -83 | -75 | -72 | -81 | -73 | -76 | -70 |
| H | 1723698044.172 | 123.967 | 45.478 | 51.816 | -72 | -74 | -77 | -100 | -75 | -74 | -73 | -100 |
| I | 1723698476.166 | 15.284 | 52.829 | 51.816 | -80 | -84 | -82 | -73 | -74 | -79 | -75 | -76 |
| J | 1723698143.153 | 112.928 | 64.574 | 51.816 | -79 | -82 | -74 | -80 | -75 | -69 | -76 | -70 |
| K | 1723698086.141 | 33.963 | 57.912 | 51.816 | -100 | -70 | -76 | -70 | -76 | -75 | -78 | -64 |
| L | 1723698370.164 | 59.436 | 71.501 | 51.816 | -69 | -77 | -77 | -80 | -83 | -71 | -74 | -71 |
| M | 1723697800.169 | 8.491 | 60.672 | 51.816 | -100 | -100 | -100 | -92 | -93 | -94 | -83 | -69 |
| N | 1723698049.156 | 123.117 | 44.681 | 51.816 | -73 | -74 | -76 | -81 | -83 | -75 | -79 | -75 |
| O | 1723698385.177 | 97.645 | 88.341 | 51.816 | -72 | -80 | -81 | -81 | -73 | -79 | -74 | -80 |
| P | 1723698422.153 | 68.776 | 44.363 | 51.816 | -74 | -81 | -75 | -62 | -73 | -68 | -76 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698454.147
- **Target RSSI fingerprint:** [-80, -83, -77, -70, -77, -78, -80, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
27.170747016230088,
24.032654762268066,
51.816
] | 16 |
10,615 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994657.235 | 38.208 | 31.929 | 51.816 | -83 | -82 | -87 | -87 | -86 | -84 | -84 | -75 |
| B | 1731994166.226 | 64.529 | 10.046 | 51.816 | -93 | -100 | -91 | -96 | -102 | -97 | -88 | -100 |
| C | 1731994340.225 | 106.133 | 85.952 | 51.816 | -90 | -84 | -88 | -85 | -82 | -77 | -83 | -72 |
| D | 1731994290.237 | 32.264 | 92.946 | 51.816 | -100 | -84 | -84 | -84 | -75 | -86 | -71 | -74 |
| E | 1731994440.207 | 96.793 | 42.200 | 51.816 | -87 | -90 | -82 | -73 | -78 | -70 | -75 | -71 |
| F | 1731994397.210 | 30.566 | 51.317 | 51.816 | -84 | -83 | -84 | -88 | -85 | -80 | -77 | -74 |
| G | 1731994293.238 | 32.264 | 94.671 | 51.816 | -100 | -81 | -83 | -83 | -76 | -83 | -71 | -73 |
| H | 1731994457.239 | 56.887 | 19.574 | 51.816 | -66 | -80 | -83 | -84 | -74 | -78 | -76 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994405.231
- **Target RSSI fingerprint:** [-75, -85, -88, -82, -85, -79, -75, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37781963286179,
77.52554893493652,
51.816
] | 8 |
36,618 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693703.161 | 32.265 | 55.444 | 60.960 | -100 | -100 | -80 | -80 | -78 | -84 | -71 | -68 |
| B | 1723693126.167 | 186.799 | 44.575 | 60.960 | -83 | -77 | -80 | -82 | -100 | -80 | -72 | -80 |
| C | 1723693553.166 | 219.913 | 95.971 | 60.960 | -77 | -83 | -78 | -72 | -73 | -66 | -82 | -71 |
| D | 1723693520.143 | 174.912 | 66.073 | 60.960 | -72 | -75 | -69 | -100 | -100 | -100 | -72 | -100 |
| E | 1723693168.151 | 202.932 | 131.470 | 60.960 | -81 | -82 | -82 | -83 | -84 | -79 | -85 | -83 |
| F | 1723693281.147 | 136.703 | 19.269 | 60.960 | -100 | -100 | -78 | -74 | -70 | -73 | -78 | -64 |
| G | 1723693460.147 | 186.799 | 37.967 | 60.960 | -85 | -78 | -84 | -84 | -76 | -82 | -75 | -83 |
| H | 1723693369.141 | 201.233 | 130.753 | 60.960 | -74 | -76 | -76 | -82 | -100 | -70 | -77 | -74 |
| I | 1723693137.142 | 202.932 | 55.099 | 60.960 | -72 | -73 | -74 | -73 | -72 | -63 | -75 | -64 |
| J | 1723693437.136 | 217.366 | 104.597 | 60.960 | -80 | -84 | -80 | -85 | -79 | -85 | -83 | -83 |
| K | 1723693226.155 | 198.686 | 91.659 | 60.960 | -100 | -74 | -100 | -75 | -73 | -65 | -76 | -66 |
| L | 1723693370.154 | 198.686 | 128.590 | 60.960 | -79 | -83 | -82 | -83 | -80 | -81 | -85 | -79 |
| M | 1723693699.165 | 50.096 | 46.924 | 60.960 | -100 | -100 | -74 | -77 | -75 | -100 | -68 | -70 |
| N | 1723693039.137 | 15.284 | 69.510 | 60.960 | -74 | -100 | -100 | -77 | -74 | -84 | -77 | -70 |
| O | 1723693617.165 | 163.024 | 61.243 | 60.960 | -79 | -73 | -74 | -75 | -73 | -66 | -75 | -62 |
| P | 1723693107.153 | 158.779 | 96.290 | 60.960 | -100 | -74 | -100 | -74 | -73 | -70 | -73 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693628.139
- **Target RSSI fingerprint:** [-76, -77, -76, -81, -76, -66, -80, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
205.47878421932654,
97.90884971618652,
60.96
] | 16 |
26,516 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937926.156 | 22.925 | 118.372 | 30.480 | -76 | -74 | -100 | -72 | -100 | -68 | -54 | -60 |
| B | 1725937966.145 | 102.737 | 20.635 | 30.480 | -80 | -78 | -76 | -77 | -66 | -59 | -75 | -75 |
| C | 1725937815.146 | 98.492 | 0.743 | 30.480 | -85 | -83 | -77 | -85 | -76 | -100 | -81 | -70 |
| D | 1725938196.151 | 99.341 | 20.264 | 30.480 | -86 | -84 | -80 | -87 | -81 | -63 | -85 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938353.150
- **Target RSSI fingerprint:** [-85, -88, -82, -79, -89, -100, -77, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.113652256215794,
6.396322250366211,
30.48
] | 4 |
40,315 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689781.188 | 231.800 | 97.391 | 42.672 | -85 | -82 | -80 | -87 | -78 | -91 | -79 | -87 |
| B | 1723689649.188 | 164.723 | 105.367 | 42.672 | -100 | -100 | -88 | -77 | -100 | -76 | -85 | -88 |
| C | 1723689584.146 | 28.869 | 70.572 | 42.672 | -100 | -76 | -79 | -83 | -81 | -78 | -100 | -76 |
| D | 1723689579.143 | 11.038 | 77.565 | 42.672 | -100 | -76 | -75 | -83 | -80 | -74 | -100 | -74 |
| E | 1723689757.148 | 171.515 | 64.653 | 42.672 | -81 | -81 | -83 | -80 | -82 | -83 | -77 | -76 |
| F | 1723689773.148 | 222.461 | 113.448 | 42.672 | -76 | -84 | -100 | -75 | -100 | -77 | -78 | -79 |
| G | 1723690068.130 | 194.441 | 48.609 | 42.672 | -85 | -100 | -75 | -100 | -76 | -91 | -69 | -79 |
| H | 1723689883.141 | 230.102 | 82.874 | 42.672 | -100 | -82 | -86 | -100 | -81 | -100 | -82 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690077.139
- **Target RSSI fingerprint:** [-81, -87, -86, -100, -86, -100, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
210.5733026801221,
64.44095611572266,
42.672000000000004
] | 8 |
39,175 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698004.129 | 16.982 | 50.613 | 51.816 | -79 | -75 | -77 | -76 | -77 | -72 | -71 | -64 |
| B | 1723698000.145 | 23.774 | 37.276 | 51.816 | -100 | -73 | -73 | -68 | -100 | -73 | -76 | -63 |
| C | 1723698420.148 | 73.870 | 33.309 | 51.816 | -100 | -74 | -81 | -72 | -77 | -76 | -71 | -69 |
| D | 1723698361.152 | 18.680 | 52.710 | 51.816 | -81 | -83 | -82 | -77 | -78 | -83 | -78 | -75 |
| E | 1723698137.137 | 123.967 | 47.163 | 51.816 | -79 | -79 | -84 | -81 | -79 | -80 | -77 | -78 |
| F | 1723697921.150 | 16.133 | 50.746 | 51.816 | -72 | -77 | -77 | -79 | -76 | -74 | -75 | -72 |
| G | 1723698124.149 | 91.701 | 29.474 | 51.816 | -77 | -72 | -78 | -67 | -68 | -72 | -75 | -68 |
| H | 1723697986.140 | 53.492 | 38.365 | 51.816 | -74 | -100 | -78 | -73 | -80 | -75 | -72 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698440.154
- **Target RSSI fingerprint:** [-77, -83, -81, -77, -79, -80, -76, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.774403639201328,
52.52415657043457,
51.816
] | 8 |
27,905 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937703.187 | 35.661 | 109.242 | 30.480 | -84 | -84 | -81 | -100 | -74 | -74 | -57 | -65 |
| B | 1725937844.178 | 89.152 | 50.653 | 30.480 | -85 | -78 | -82 | -75 | -73 | -73 | -69 | -71 |
| C | 1725938207.136 | 49.246 | 44.416 | 30.480 | -84 | -84 | -83 | -79 | -77 | -63 | -71 | -67 |
| D | 1725938166.143 | 68.775 | 82.077 | 30.480 | -79 | -86 | -81 | -100 | -82 | -71 | -85 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937599.138
- **Target RSSI fingerprint:** [-86, -85, -88, -73, -85, -61, -82, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
96.79375274893847,
18.95009994506836,
30.48
] | 4 |
28,481 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725938012.159 | 0.849 | 20.131 | 30.480 | -78 | -74 | -74 | -67 | -79 | -100 | -67 | -72 |
| B | 1725937893.138 | 0.849 | 22.281 | 30.480 | -100 | -84 | -79 | -76 | -78 | -78 | -80 | -69 |
| C | 1725937607.153 | 97.643 | 30.668 | 30.480 | -77 | -85 | -86 | -83 | -84 | -62 | -79 | -67 |
| D | 1725938249.108 | 50.095 | 13.284 | 30.480 | -77 | -80 | -82 | -81 | -80 | -100 | -75 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937871.159
- **Target RSSI fingerprint:** [-79, -83, -86, -85, -84, -75, -82, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
52.64221640731742,
15.141501426696777,
30.48
] | 4 |
10,895 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008375.152 | 129.057 | 90.000 | 51.816 | -75 | -100 | -81 | -100 | -78 | -84 | -83 | -67 |
| B | 1723008094.157 | 71.321 | 41.032 | 51.816 | -76 | -74 | -77 | -65 | -79 | -75 | -75 | -74 |
| C | 1723008537.144 | 102.737 | 42.678 | 51.816 | -76 | -100 | -74 | -78 | -83 | -76 | -73 | -100 |
| D | 1723007980.144 | 81.510 | 46.154 | 51.816 | -91 | -77 | -87 | -84 | -80 | -83 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007838.152
- **Target RSSI fingerprint:** [-100, -94, -98, -99, -97, -95, -100, -99]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
213.96367695369835,
2.7735090255737305,
51.816
] | 4 |
3,320 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009875.162 | 26.321 | 41.788 | 60.960 | -62 | -81 | -67 | -73 | -78 | -63 | -73 | -75 |
| B | 1723010405.143 | 27.170 | 43.261 | 60.960 | -69 | -89 | -84 | -83 | -89 | -81 | -72 | -69 |
| C | 1723010459.152 | 133.303 | 85.475 | 60.960 | -83 | -86 | -88 | -80 | -71 | -83 | -80 | -78 |
| D | 1723010464.145 | 149.435 | 68.847 | 60.960 | -73 | -89 | -83 | -78 | -70 | -84 | -81 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010002.141
- **Target RSSI fingerprint:** [-82, -87, -90, -80, -71, -84, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
123.9630833877133,
88.23474407196045,
60.96
] | 4 |
25,594 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937853.155 | 63.680 | 77.526 | 30.480 | -79 | -72 | -75 | -78 | -70 | -68 | -81 | -73 |
| B | 1725938012.159 | 0.849 | 20.131 | 30.480 | -74 | -74 | -67 | -79 | -78 | -100 | -67 | -72 |
| C | 1725938136.141 | 11.887 | 88.036 | 30.480 | -79 | -81 | -77 | -66 | -100 | -66 | -47 | -57 |
| D | 1725937864.175 | 59.435 | 47.243 | 30.480 | -82 | -83 | -83 | -84 | -77 | -64 | -80 | -68 |
| E | 1725937932.145 | 47.548 | 97.139 | 30.480 | -78 | -73 | -75 | -69 | -74 | -69 | -65 | -71 |
| F | 1725938343.174 | 45.001 | 8.095 | 30.480 | -92 | -94 | -92 | -96 | -86 | -100 | -87 | -84 |
| G | 1725937872.177 | 51.793 | 12.050 | 30.480 | -82 | -83 | -84 | -81 | -79 | -77 | -79 | -71 |
| H | 1725938175.133 | 95.945 | 56.346 | 30.480 | -80 | -81 | -82 | -75 | -77 | -67 | -68 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937810.160
- **Target RSSI fingerprint:** [-83, -85, -82, -82, -76, -100, -78, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
80.66146062411539,
6.449403762817383,
30.48
] | 8 |
34,259 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691651.150 | 216.517 | 71.448 | 51.816 | -80 | -100 | -100 | -79 | -88 | -74 | -79 | -79 |
| B | 1723691394.136 | 125.665 | 63.286 | 51.816 | -100 | -100 | -79 | -84 | -78 | -77 | -78 | -75 |
| C | 1723691723.137 | 191.044 | 54.263 | 51.816 | -76 | -100 | -82 | -87 | -75 | -100 | -80 | -72 |
| D | 1723691413.136 | 163.024 | 62.795 | 51.816 | -81 | -75 | -81 | -87 | -76 | -77 | -79 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691630.160
- **Target RSSI fingerprint:** [-82, -75, -79, -75, -75, -79, -78, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
219.91325087736615,
116.22197151184082,
51.816
] | 4 |
42,820 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126761.166 | 77.267 | 47.309 | 42.672 | -100 | -84 | -86 | -91 | -83 | -78 | -66 | -80 |
| B | 1724127115.166 | 43.303 | 30.734 | 42.672 | -78 | -100 | -79 | -65 | -83 | -69 | -79 | -55 |
| C | 1724126828.123 | 28.869 | 53.931 | 42.672 | -82 | -100 | -100 | -82 | -67 | -77 | -62 | -71 |
| D | 1724126673.159 | 90.852 | 39.307 | 42.672 | -73 | -83 | -75 | -82 | -85 | -74 | -80 | -81 |
| E | 1724127117.142 | 44.152 | 29.009 | 42.672 | -71 | -100 | -78 | -57 | -80 | -69 | -72 | -55 |
| F | 1724127084.134 | 111.230 | 96.197 | 42.672 | -87 | -87 | -89 | -100 | -100 | -82 | -90 | -87 |
| G | 1724127161.143 | 127.363 | 34.264 | 42.672 | -74 | -88 | -90 | -100 | -100 | -86 | -100 | -85 |
| H | 1724126607.123 | 17.831 | 89.469 | 42.672 | -100 | -80 | -72 | -87 | -83 | -78 | -79 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127171.137
- **Target RSSI fingerprint:** [-92, -78, -90, -83, -80, -79, -62, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.3613427391583,
12.792644500732422,
42.672000000000004
] | 8 |
35,390 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126717.133 | 107.834 | 94.021 | 42.672 | -90 | -69 | -82 | -100 | -81 | -75 | -80 | -81 |
| B | 1724126617.151 | 39.907 | 43.819 | 42.672 | -72 | -74 | -67 | -79 | -100 | -67 | -53 | -75 |
| C | 1724126799.146 | 104.438 | 23.807 | 42.672 | -92 | -100 | -100 | -100 | -91 | -87 | -85 | -87 |
| D | 1724126357.134 | 3.396 | 120.455 | 42.672 | -100 | -97 | -103 | -91 | -101 | -100 | -102 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126947.159
- **Target RSSI fingerprint:** [-86, -88, -84, -87, -74, -81, -84, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
86.60677277725925,
51.064414978027344,
42.672000000000004
] | 4 |
30,556 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698278.149 | 30.567 | 22.281 | 51.816 | -100 | -69 | -77 | -73 | -76 | -85 | -79 | -74 |
| B | 1723697996.148 | 28.869 | 26.780 | 51.816 | -75 | -79 | -83 | -81 | -80 | -81 | -80 | -68 |
| C | 1723698570.143 | 0.849 | 58.894 | 51.816 | -92 | -100 | -91 | -100 | -85 | -100 | -77 | -77 |
| D | 1723698338.149 | 51.794 | 37.303 | 51.816 | -74 | -71 | -100 | -76 | -81 | -82 | -73 | -65 |
| E | 1723697794.155 | 1.698 | 61.256 | 51.816 | -100 | -100 | -99 | -100 | -100 | -100 | -90 | -79 |
| F | 1723698455.142 | 29.718 | 19.255 | 51.816 | -79 | -66 | -78 | -74 | -76 | -81 | -71 | -73 |
| G | 1723698150.135 | 105.287 | 63.260 | 51.816 | -78 | -100 | -79 | -82 | -75 | -74 | -100 | -73 |
| H | 1723698196.150 | 66.229 | 74.460 | 51.816 | -75 | -100 | -77 | -82 | -82 | -74 | -80 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698124.149
- **Target RSSI fingerprint:** [-75, -83, -72, -78, -78, -68, -67, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.70127117977654,
29.473509788513184,
51.816
] | 8 |
42,559 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693253.181 | 210.573 | 62.185 | 60.960 | -77 | -83 | -80 | -76 | -78 | -77 | -75 | -80 |
| B | 1723693426.156 | 198.686 | 90.199 | 60.960 | -76 | -75 | -76 | -79 | -66 | -79 | -76 | -67 |
| C | 1723693695.138 | 68.776 | 38.219 | 60.960 | -100 | -81 | -81 | -82 | -100 | -67 | -78 | -70 |
| D | 1723693558.147 | 209.724 | 118.133 | 60.960 | -100 | -73 | -79 | -74 | -66 | -83 | -77 | -69 |
| E | 1723693535.153 | 196.988 | 50.626 | 60.960 | -74 | -100 | -74 | -71 | -61 | -74 | -72 | -62 |
| F | 1723693263.140 | 172.364 | 25.784 | 60.960 | -77 | -79 | -77 | -80 | -81 | -71 | -74 | -77 |
| G | 1723693581.121 | 150.288 | 89.761 | 60.960 | -79 | -85 | -81 | -83 | -77 | -75 | -77 | -72 |
| H | 1723693260.135 | 184.252 | 36.958 | 60.960 | -78 | -82 | -83 | -77 | -82 | -74 | -73 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693276.139
- **Target RSSI fingerprint:** [-77, -79, -79, -85, -81, -81, -79, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.04277225505854,
0.5308151245117188,
60.96
] | 8 |
16,120 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999880.216 | 35.661 | 137.163 | 42.672 | -90 | -88 | -79 | -75 | -88 | -92 | -87 | -88 |
| B | 1731999979.222 | 28.868 | 123.799 | 42.672 | -100 | -85 | -73 | -88 | -76 | -80 | -82 | -76 |
| C | 1731999944.226 | 136.699 | 114.656 | 42.672 | -72 | -78 | -78 | -77 | -77 | -100 | -62 | -73 |
| D | 1732000009.211 | 78.114 | 144.886 | 42.672 | -92 | -88 | -81 | -85 | -77 | -84 | -82 | -77 |
| E | 1731999689.229 | 40.755 | 109.706 | 42.672 | -88 | -77 | -82 | -80 | -79 | -82 | -75 | -75 |
| F | 1731999715.240 | 100.189 | 143.493 | 42.672 | -86 | -90 | -83 | -90 | -81 | -74 | -84 | -80 |
| G | 1731999990.248 | 32.264 | 143.413 | 42.672 | -87 | -89 | -77 | -84 | -77 | -84 | -83 | -78 |
| H | 1732000002.226 | 60.283 | 167.791 | 42.672 | -91 | -88 | -89 | -90 | -92 | -78 | -89 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000184.224
- **Target RSSI fingerprint:** [-85, -76, -84, -75, -79, -88, -78, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.811566064737164,
29.00904655456543,
42.672000000000004
] | 8 |
41,606 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724126645.133 | 28.020 | 53.745 | 42.672 | -76 | -100 | -77 | -74 | -79 | -70 | -62 | -66 |
| B | 1724126888.149 | 124.816 | 72.496 | 42.672 | -85 | -84 | -68 | -70 | -81 | -100 | -78 | -100 |
| C | 1724127210.143 | 5.944 | 112.984 | 42.672 | -83 | -87 | -100 | -82 | -82 | -71 | -82 | -67 |
| D | 1724126778.143 | 130.759 | 70.678 | 42.672 | -82 | -83 | -87 | -81 | -84 | -100 | -75 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127099.150
- **Target RSSI fingerprint:** [-84, -82, -78, -89, -85, -74, -81, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
47.54881642673057,
63.20681095123291,
42.672000000000004
] | 4 |
27,697 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943075.164 | 51.793 | 40.501 | 60.960 | -74 | -74 | -74 | -79 | -72 | -75 | -75 | -72 |
| B | 1725943121.150 | 75.567 | 5.958 | 60.960 | -77 | -78 | -76 | -74 | -80 | -74 | -72 | -69 |
| C | 1725943409.150 | 8.491 | 62.795 | 60.960 | -83 | -73 | -74 | -79 | -74 | -78 | -79 | -71 |
| D | 1725943446.150 | 92.548 | 55.563 | 60.960 | -68 | -75 | -76 | -78 | -66 | -79 | -76 | -64 |
| E | 1725943339.155 | 104.435 | 27.483 | 60.960 | -74 | -73 | -74 | -78 | -75 | -74 | -72 | -69 |
| F | 1725943645.182 | 30.566 | 3.225 | 60.960 | -100 | -100 | -85 | -80 | -100 | -100 | -76 | -100 |
| G | 1725943042.150 | 82.360 | 64.282 | 60.960 | -69 | -73 | -75 | -78 | -65 | -77 | -78 | -65 |
| H | 1725943150.180 | 90.850 | 50.427 | 60.960 | -80 | -82 | -100 | -70 | -78 | -73 | -78 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943159.157
- **Target RSSI fingerprint:** [-80, -85, -72, -75, -76, -67, -75, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37823539884691,
72.45626449584961,
60.96
] | 8 |
3,216 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006824.169 | 57.736 | 9.249 | 42.672 | -83 | -90 | -80 | -79 | -84 | -80 | -75 | -79 |
| B | 1723006032.154 | 210.567 | 1.712 | 42.672 | -100 | -90 | -83 | -97 | -85 | -100 | -101 | -100 |
| C | 1723006945.144 | 137.548 | 85.169 | 42.672 | -86 | -88 | -84 | -73 | -88 | -83 | -81 | -83 |
| D | 1723006798.159 | 1.698 | 77.167 | 42.672 | -86 | -82 | -81 | -80 | -79 | -72 | -80 | -75 |
| E | 1723006689.144 | 26.321 | 81.626 | 42.672 | -80 | -80 | -100 | -67 | -81 | -64 | -68 | -71 |
| F | 1723006750.150 | 97.642 | 5.401 | 42.672 | -86 | -77 | -81 | -92 | -83 | -100 | -86 | -86 |
| G | 1723006695.140 | 54.340 | 84.612 | 42.672 | -84 | -88 | -100 | -69 | -88 | -73 | -73 | -72 |
| H | 1723006460.159 | 6.792 | 78.853 | 42.672 | -80 | -87 | -81 | -84 | -85 | -73 | -82 | -79 |
| I | 1723006655.142 | 65.378 | 39.161 | 42.672 | -84 | -91 | -77 | -88 | -81 | -77 | -81 | -66 |
| J | 1723006307.149 | 96.793 | 4.379 | 42.672 | -81 | -72 | -71 | -100 | -74 | -100 | -100 | -81 |
| K | 1723006361.146 | 31.415 | 33.348 | 42.672 | -78 | -85 | -100 | -87 | -72 | -72 | -83 | -68 |
| L | 1723006509.148 | 157.077 | 8.413 | 42.672 | -82 | -80 | -73 | -72 | -78 | -78 | -72 | -79 |
| M | 1723006893.159 | 22.925 | 40.302 | 42.672 | -83 | -90 | -83 | -100 | -82 | -83 | -84 | -79 |
| N | 1723006458.165 | 1.698 | 77.990 | 42.672 | -80 | -82 | -83 | -77 | -77 | -78 | -77 | -85 |
| O | 1723007042.152 | 209.718 | 4.830 | 42.672 | -100 | -98 | -101 | -97 | -104 | -106 | -99 | -107 |
| P | 1723006392.166 | 145.190 | 7.113 | 42.672 | -84 | -84 | -81 | -71 | -85 | -85 | -73 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006634.155
- **Target RSSI fingerprint:** [-88, -77, -79, -78, -82, -79, -83, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.03870075240712,
40.36849021911621,
42.672000000000004
] | 16 |
3,626 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003215.140 | 8.491 | 58.151 | 51.816 | -86 | -92 | -85 | -89 | -85 | -88 | -80 | -79 |
| B | 1723003146.142 | 50.095 | 10.112 | 51.816 | -75 | -86 | -82 | -82 | -83 | -84 | -71 | -67 |
| C | 1723003092.174 | 69.623 | 85.023 | 51.816 | -87 | -71 | -79 | -84 | -89 | -72 | -76 | -70 |
| D | 1723003304.157 | 73.019 | 53.121 | 51.816 | -86 | -76 | -80 | -81 | -90 | -75 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003264.166
- **Target RSSI fingerprint:** [-84, -89, -84, -88, -88, -64, -72, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
128.20839467918185,
53.45308303833008,
51.816
] | 4 |
16,488 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838934.163 | 70.472 | 63.074 | 51.816 | -76 | -91 | -75 | -72 | -86 | -90 | -75 | -84 |
| B | 1722839273.194 | 24.623 | 113.701 | 51.816 | -76 | -70 | -77 | -74 | -69 | -70 | -86 | -73 |
| C | 1722839067.155 | 19.528 | 120.389 | 51.816 | -86 | -70 | -83 | -76 | -71 | -74 | -84 | -76 |
| D | 1722839169.169 | 24.623 | 136.751 | 51.816 | -89 | -81 | -87 | -85 | -82 | -69 | -82 | -71 |
| E | 1722839099.165 | 114.623 | 151.959 | 51.816 | -85 | -90 | -86 | -88 | -89 | -89 | -80 | -72 |
| F | 1722839049.177 | 55.189 | 159.974 | 51.816 | -80 | -77 | -69 | -80 | -72 | -78 | -71 | -72 |
| G | 1722839228.159 | 115.473 | 154.348 | 51.816 | -88 | -71 | -85 | -85 | -71 | -90 | -83 | -81 |
| H | 1722839138.155 | 71.321 | 63.910 | 51.816 | -71 | -92 | -77 | -74 | -87 | -88 | -74 | -84 |
| I | 1722838852.150 | 21.227 | 132.226 | 51.816 | -85 | -73 | -77 | -78 | -73 | -70 | -84 | -73 |
| J | 1722839354.159 | 54.340 | 49.950 | 51.816 | -86 | -89 | -84 | -74 | -85 | -72 | -75 | -75 |
| K | 1722838884.162 | 78.114 | 122.618 | 51.816 | -86 | -82 | -87 | -83 | -75 | -74 | -77 | -68 |
| L | 1722839357.152 | 43.302 | 39.665 | 51.816 | -83 | -92 | -74 | -73 | -86 | -74 | -74 | -79 |
| M | 1722838945.170 | 45.849 | 88.673 | 51.816 | -69 | -80 | -83 | -81 | -69 | -85 | -82 | -84 |
| N | 1722838954.197 | 14.434 | 122.632 | 51.816 | -87 | -78 | -85 | -85 | -77 | -77 | -86 | -82 |
| O | 1722838937.150 | 69.623 | 63.008 | 51.816 | -100 | -86 | -100 | -100 | -87 | -81 | -74 | -80 |
| P | 1722839015.286 | 135.850 | 121.291 | 51.816 | -82 | -91 | -83 | -100 | -86 | -91 | -81 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839359.136
- **Target RSSI fingerprint:** [-81, -92, -80, -77, -84, -74, -75, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.6606273346418,
33.10959339141846,
51.816
] | 16 |
18,484 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006401.145 | 154.529 | 5.428 | 42.672 | -91 | -88 | -93 | -88 | -81 | -83 | -83 | -80 |
| B | 1723006734.142 | 156.227 | 9.528 | 42.672 | -79 | -79 | -77 | -85 | -68 | -71 | -72 | -75 |
| C | 1723006526.146 | 97.642 | 4.193 | 42.672 | -76 | -86 | -82 | -81 | -78 | -93 | -85 | -85 |
| D | 1723006952.156 | 160.473 | 58.522 | 42.672 | -90 | -86 | -88 | -87 | -78 | -70 | -78 | -82 |
| E | 1723006811.158 | 35.661 | 28.040 | 42.672 | -83 | -79 | -81 | -71 | -100 | -79 | -74 | -72 |
| F | 1723006600.139 | 60.283 | 9.329 | 42.672 | -90 | -81 | -83 | -83 | -80 | -80 | -77 | -85 |
| G | 1723006703.153 | 93.397 | 87.279 | 42.672 | -82 | -84 | -82 | -82 | -100 | -74 | -78 | -100 |
| H | 1723006506.138 | 154.529 | 16.482 | 42.672 | -84 | -84 | -82 | -85 | -74 | -69 | -70 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006368.160
- **Target RSSI fingerprint:** [-82, -72, -76, -73, -100, -79, -76, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
45.84935953854642,
10.085487365722656,
42.672000000000004
] | 8 |
30,482 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696647.156 | 100.192 | 89.389 | 42.672 | -82 | -79 | -81 | -84 | -76 | -82 | -72 | -84 |
| B | 1723696511.131 | 68.776 | 52.816 | 42.672 | -84 | -80 | -72 | -79 | -74 | -67 | -72 | -72 |
| C | 1723696244.155 | 3.396 | 57.182 | 42.672 | -97 | -100 | -100 | -100 | -100 | -100 | -100 | -76 |
| D | 1723696790.148 | 26.322 | 32.393 | 42.672 | -83 | -74 | -72 | -79 | -80 | -66 | -71 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696816.180
- **Target RSSI fingerprint:** [-84, -79, -73, -100, -71, -73, -67, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.85218495824618,
85.62047958374023,
42.672000000000004
] | 4 |
20,449 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722839231.157 | 108.680 | 167.525 | 51.816 | -82 | -79 | -77 | -90 | -70 | -77 | -78 | -71 |
| B | 1722839194.176 | 91.699 | 107.822 | 51.816 | -77 | -80 | -76 | -71 | -87 | -72 | -65 | -68 |
| C | 1722839089.171 | 78.114 | 120.137 | 51.816 | -87 | -80 | -86 | -73 | -81 | -74 | -68 | -73 |
| D | 1722838890.182 | 101.038 | 141.794 | 51.816 | -91 | -84 | -91 | -80 | -84 | -80 | -69 | -79 |
| E | 1722839275.161 | 31.415 | 106.243 | 51.816 | -90 | -90 | -81 | -71 | -71 | -85 | -76 | -69 |
| F | 1722839164.160 | 11.038 | 124.158 | 51.816 | -85 | -90 | -81 | -87 | -77 | -89 | -90 | -77 |
| G | 1722839028.188 | 104.435 | 174.890 | 51.816 | -85 | -76 | -75 | -85 | -72 | -77 | -78 | -72 |
| H | 1722839105.170 | 118.020 | 152.609 | 51.816 | -80 | -82 | -81 | -86 | -75 | -79 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838780.182
- **Target RSSI fingerprint:** [-85, -81, -81, -72, -74, -75, -66, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.11375511397728,
123.58703136444092,
51.816
] | 8 |
4,750 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999665.135 | 10.189 | 48.822 | 42.672 | -85 | -77 | -92 | -90 | -91 | -88 | -84 | -79 |
| B | 1723000049.149 | 60.283 | 14.558 | 42.672 | -74 | -81 | -89 | -86 | -77 | -86 | -70 | -70 |
| C | 1722999966.151 | 107.831 | 13.629 | 42.672 | -80 | -100 | -77 | -82 | -79 | -80 | -79 | -68 |
| D | 1722999986.143 | 72.170 | 54.090 | 42.672 | -80 | -78 | -78 | -80 | -83 | -74 | -71 | -67 |
| E | 1722999985.153 | 72.170 | 49.127 | 42.672 | -80 | -80 | -92 | -85 | -91 | -87 | -71 | -69 |
| F | 1722999885.149 | 11.887 | 47.017 | 42.672 | -100 | -78 | -85 | -81 | -80 | -79 | -100 | -77 |
| G | 1723000141.153 | 61.132 | 94.857 | 42.672 | -81 | -81 | -85 | -88 | -89 | -89 | -69 | -80 |
| H | 1722999660.178 | 11.038 | 45.716 | 42.672 | -100 | -82 | -84 | -83 | -78 | -78 | -100 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999707.136
- **Target RSSI fingerprint:** [-83, -100, -80, -81, -70, -86, -70, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
137.54808090466858,
97.0197343826294,
42.672000000000004
] | 8 |
812 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731999522.240 | 2.547 | 14.597 | 42.672 | -100 | -78 | -86 | -87 | -89 | -82 | -82 | -80 |
| B | 1732000030.217 | 122.265 | 105.619 | 42.672 | -81 | -81 | -90 | -92 | -81 | -89 | -84 | -92 |
| C | 1731999785.212 | 22.076 | 134.880 | 42.672 | -100 | -90 | -89 | -80 | -77 | -84 | -77 | -83 |
| D | 1732000028.217 | 115.473 | 99.727 | 42.672 | -77 | -86 | -85 | -91 | -88 | -89 | -87 | -90 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999931.221
- **Target RSSI fingerprint:** [-78, -100, -89, -83, -88, -82, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
136.69907649811424,
142.23191261291504,
42.672000000000004
] | 4 |
41,684 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691841.132 | 230.951 | 92.946 | 51.816 | -86 | -84 | -84 | -74 | -77 | -77 | -100 | -78 |
| B | 1723691652.127 | 212.271 | 66.976 | 51.816 | -100 | -86 | -79 | -86 | -74 | -74 | -76 | -80 |
| C | 1723691397.218 | 131.608 | 52.736 | 51.816 | -71 | -84 | -85 | -76 | -79 | -78 | -79 | -74 |
| D | 1723691401.157 | 140.099 | 40.408 | 51.816 | -81 | -81 | -77 | -79 | -100 | -100 | -80 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691838.123
- **Target RSSI fingerprint:** [-85, -83, -85, -75, -80, -80, -86, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
226.70593816315352,
101.62455558776855,
51.816
] | 4 |
35,630 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127177.156 | 56.889 | 0.411 | 42.672 | -70 | -89 | -100 | -90 | -83 | -89 | -100 | -62 |
| B | 1724126689.138 | 123.117 | 36.241 | 42.672 | -100 | -100 | -72 | -85 | -86 | -79 | -74 | -90 |
| C | 1724126855.137 | 87.456 | 44.628 | 42.672 | -83 | -82 | -83 | -75 | -72 | -80 | -78 | -76 |
| D | 1724126910.133 | 68.776 | 72.815 | 42.672 | -77 | -84 | -78 | -83 | -87 | -81 | -81 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126303.103
- **Target RSSI fingerprint:** [-83, -93, -100, -100, -100, -97, -100, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
0.8490860076201887,
120.29597759246826,
42.672000000000004
] | 4 |
33,876 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689742.143 | 140.948 | 41.735 | 42.672 | -80 | -77 | -77 | -84 | -79 | -86 | -85 | -79 |
| B | 1723689916.144 | 180.855 | 113.860 | 42.672 | -80 | -84 | -88 | -72 | -72 | -86 | -81 | -84 |
| C | 1723689807.189 | 171.515 | 16.017 | 42.672 | -89 | -89 | -86 | -100 | -100 | -88 | -78 | -83 |
| D | 1723689979.147 | 225.857 | 108.950 | 42.672 | -91 | -82 | -79 | -88 | -81 | -87 | -87 | -100 |
| E | 1723689596.164 | 87.456 | 44.960 | 42.672 | -81 | -100 | -80 | -73 | -72 | -72 | -77 | -71 |
| F | 1723689951.134 | 148.590 | 43.288 | 42.672 | -88 | -81 | -76 | -100 | -100 | -83 | -84 | -82 |
| G | 1723689568.965 | 12.736 | 74.261 | 42.672 | -100 | -100 | -100 | -80 | -87 | -70 | -100 | -84 |
| H | 1723690232.139 | 95.098 | 29.832 | 42.672 | -87 | -100 | -85 | -77 | -72 | -80 | -76 | -73 |
| I | 1723690181.171 | 231.800 | 96.860 | 42.672 | -84 | -79 | -82 | -91 | -87 | -85 | -87 | -100 |
| J | 1723689931.132 | 127.363 | 65.675 | 42.672 | -80 | -75 | -89 | -71 | -71 | -86 | -73 | -80 |
| K | 1723690332.156 | 5.095 | 68.940 | 42.672 | -100 | -100 | -92 | -99 | -104 | -101 | -98 | -101 |
| L | 1723689999.140 | 199.535 | 45.570 | 42.672 | -79 | -85 | -89 | -100 | -100 | -88 | -74 | -75 |
| M | 1723689648.160 | 163.874 | 104.491 | 42.672 | -100 | -100 | -86 | -74 | -77 | -79 | -87 | -84 |
| N | 1723690249.148 | 16.982 | 65.874 | 42.672 | -100 | -100 | -100 | -75 | -82 | -67 | -76 | -73 |
| O | 1723690080.153 | 220.762 | 75.004 | 42.672 | -87 | -82 | -100 | -100 | -100 | -82 | -91 | -85 |
| P | 1723689862.146 | 184.252 | 67.068 | 42.672 | -82 | -74 | -72 | -90 | -87 | -100 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690148.169
- **Target RSSI fingerprint:** [-81, -77, -82, -83, -80, -84, -86, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.04277443943954,
38.3115816116333,
42.672000000000004
] | 16 |
19,289 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999673.469 | 0.849 | 85.793 | 42.672 | -91 | -92 | -85 | -88 | -78 | -74 | -78 | -80 |
| B | 1723000051.148 | 70.472 | 14.783 | 42.672 | -88 | -100 | -75 | -72 | -80 | -81 | -68 | -66 |
| C | 1722999892.162 | 9.340 | 55.802 | 42.672 | -92 | -90 | -95 | -86 | -96 | -92 | -81 | -78 |
| D | 1722999966.151 | 107.831 | 13.629 | 42.672 | -77 | -75 | -100 | -80 | -82 | -80 | -79 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999508.156
- **Target RSSI fingerprint:** [-75, -73, -100, -80, -68, -68, -73, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
139.24620536028178,
14.597415924072266,
42.672000000000004
] | 4 |
1,305 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828812.152 | 128.208 | 64.096 | 42.672 | -92 | -73 | -75 | -79 | -78 | -83 | -76 | -70 |
| B | 1722828849.151 | 19.528 | 41.284 | 42.672 | -77 | -86 | -93 | -85 | -88 | -72 | -76 | -86 |
| C | 1722829038.167 | 67.076 | 9.382 | 42.672 | -80 | -88 | -85 | -79 | -84 | -75 | -79 | -82 |
| D | 1722828778.151 | 33.963 | 38.444 | 42.672 | -90 | -89 | -88 | -85 | -95 | -85 | -86 | -80 |
| E | 1722828866.138 | 18.679 | 73.850 | 42.672 | -87 | -81 | -88 | -85 | -81 | -77 | -79 | -90 |
| F | 1722828756.158 | 7.642 | 59.000 | 42.672 | -84 | -90 | -100 | -100 | -77 | -80 | -73 | -100 |
| G | 1722828475.162 | 29.717 | 85.461 | 42.672 | -95 | -87 | -87 | -87 | -82 | -82 | -80 | -84 |
| H | 1722829106.142 | 65.378 | 7.962 | 42.672 | -99 | -90 | -89 | -87 | -83 | -90 | -80 | -80 |
| I | 1722828619.149 | 123.114 | 59.783 | 42.672 | -92 | -90 | -79 | -80 | -79 | -87 | -80 | -76 |
| J | 1722828806.144 | 116.322 | 76.835 | 42.672 | -92 | -75 | -74 | -76 | -83 | -85 | -76 | -67 |
| K | 1722828647.141 | 41.604 | 19.892 | 42.672 | -78 | -88 | -86 | -85 | -89 | -74 | -79 | -74 |
| L | 1722828766.138 | 7.642 | 52.020 | 42.672 | -80 | -89 | -86 | -86 | -81 | -75 | -74 | -76 |
| M | 1722828330.166 | 69.623 | 0.557 | 42.672 | -95 | -91 | -82 | -84 | -91 | -89 | -86 | -72 |
| N | 1722828810.156 | 128.208 | 64.799 | 42.672 | -94 | -72 | -80 | -84 | -80 | -87 | -81 | -73 |
| O | 1722828335.164 | 68.774 | 3.185 | 42.672 | -94 | -87 | -86 | -79 | -89 | -89 | -85 | -77 |
| P | 1722828624.151 | 106.133 | 39.360 | 42.672 | -91 | -91 | -80 | -77 | -80 | -89 | -77 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828741.157
- **Target RSSI fingerprint:** [-95, -89, -77, -83, -79, -83, -77, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.67969214634147,
111.01998329162598,
42.672000000000004
] | 16 |
5,449 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006458.165 | 1.698 | 77.990 | 42.672 | -82 | -91 | -77 | -77 | -77 | -78 | -83 | -85 |
| B | 1723006557.161 | 50.944 | 79.941 | 42.672 | -88 | -84 | -84 | -90 | -84 | -76 | -74 | -82 |
| C | 1723006354.275 | 12.736 | 61.309 | 42.672 | -90 | -72 | -83 | -74 | -83 | -72 | -79 | -81 |
| D | 1723006452.147 | 4.245 | 71.939 | 42.672 | -82 | -87 | -88 | -77 | -85 | -74 | -83 | -81 |
| E | 1723006025.140 | 202.926 | 1.128 | 42.672 | -82 | -88 | -95 | -89 | -93 | -86 | -74 | -83 |
| F | 1723006748.154 | 104.435 | 6.051 | 42.672 | -71 | -76 | -89 | -76 | -83 | -100 | -67 | -76 |
| G | 1723006696.139 | 59.434 | 85.116 | 42.672 | -85 | -85 | -69 | -87 | -74 | -70 | -100 | -70 |
| H | 1723006268.147 | 135.001 | 86.125 | 42.672 | -77 | -79 | -86 | -85 | -89 | -77 | -79 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006280.138
- **Target RSSI fingerprint:** [-82, -87, -68, -84, -72, -78, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
150.28401182079105,
29.446969032287598,
42.672000000000004
] | 8 |
39,693 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696696.163 | 57.738 | 66.193 | 42.672 | -82 | -72 | -76 | -68 | -80 | -80 | -69 | -62 |
| B | 1723696406.147 | 116.325 | 56.532 | 42.672 | -83 | -100 | -88 | -71 | -77 | -80 | -69 | -79 |
| C | 1723696857.150 | 78.116 | 29.182 | 42.672 | -82 | -81 | -81 | -67 | -77 | -82 | -71 | -69 |
| D | 1723696467.144 | 95.947 | 88.036 | 42.672 | -70 | -83 | -84 | -77 | -66 | -79 | -73 | -85 |
| E | 1723696814.154 | 81.512 | 81.162 | 42.672 | -72 | -83 | -82 | -78 | -70 | -100 | -74 | -74 |
| F | 1723696806.155 | 46.700 | 63.034 | 42.672 | -80 | -81 | -85 | -76 | -70 | -86 | -75 | -69 |
| G | 1723696451.144 | 28.869 | 51.927 | 42.672 | -92 | -80 | -82 | -75 | -89 | -80 | -84 | -74 |
| H | 1723696721.152 | 40.756 | 5.560 | 42.672 | -84 | -81 | -81 | -100 | -84 | -71 | -83 | -81 |
| I | 1723696544.149 | 39.058 | 7.723 | 42.672 | -83 | -81 | -79 | -100 | -86 | -72 | -100 | -83 |
| J | 1723696371.169 | 40.756 | 2.482 | 42.672 | -74 | -80 | -83 | -100 | -79 | -70 | -80 | -78 |
| K | 1723696409.157 | 112.928 | 62.610 | 42.672 | -72 | -100 | -79 | -70 | -72 | -77 | -68 | -76 |
| L | 1723696601.129 | 50.096 | 33.282 | 42.672 | -83 | -74 | -83 | -80 | -79 | -79 | -80 | -63 |
| M | 1723696459.124 | 62.832 | 71.010 | 42.672 | -78 | -82 | -85 | -74 | -73 | -80 | -74 | -72 |
| N | 1723696361.158 | 17.831 | 45.252 | 42.672 | -85 | -79 | -77 | -76 | -73 | -73 | -77 | -75 |
| O | 1723696779.143 | 45.002 | 30.694 | 42.672 | -100 | -68 | -76 | -73 | -100 | -74 | -74 | -60 |
| P | 1723696362.155 | 20.378 | 41.231 | 42.672 | -80 | -76 | -78 | -70 | -76 | -73 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696369.133
- **Target RSSI fingerprint:** [-83, -79, -76, -100, -80, -71, -83, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.359776992175995,
9.20964241027832,
42.672000000000004
] | 16 |
7,723 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828905.163 | 124.812 | 63.658 | 42.672 | -87 | -88 | -83 | -84 | -77 | -81 | -80 | -76 |
| B | 1722828483.135 | 42.453 | 78.600 | 42.672 | -88 | -91 | -87 | -86 | -79 | -85 | -86 | -76 |
| C | 1722828548.150 | 43.302 | 93.543 | 42.672 | -87 | -85 | -82 | -78 | -81 | -86 | -85 | -77 |
| D | 1722828485.140 | 50.095 | 72.257 | 42.672 | -87 | -83 | -89 | -86 | -82 | -81 | -76 | -76 |
| E | 1722828914.166 | 123.114 | 69.086 | 42.672 | -84 | -92 | -82 | -87 | -85 | -81 | -88 | -80 |
| F | 1722828883.149 | 59.434 | 68.183 | 42.672 | -86 | -76 | -79 | -84 | -86 | -76 | -73 | -76 |
| G | 1722828727.150 | 89.152 | 101.917 | 42.672 | -87 | -90 | -85 | -77 | -77 | -91 | -84 | -75 |
| H | 1722828557.142 | 10.189 | 63.008 | 42.672 | -92 | -94 | -83 | -80 | -84 | -83 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828745.148
- **Target RSSI fingerprint:** [-87, -82, -82, -78, -81, -84, -86, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24562859317074,
95.81212997436523,
42.672000000000004
] | 8 |
34,925 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689601.145 | 110.381 | 34.118 | 42.672 | -89 | -87 | -81 | -81 | -76 | -80 | -76 | -81 |
| B | 1723689942.308 | 137.552 | 44.429 | 42.672 | -82 | -77 | -86 | -73 | -82 | -82 | -78 | -84 |
| C | 1723689909.167 | 205.479 | 135.650 | 42.672 | -88 | -85 | -88 | -85 | -84 | -86 | -88 | -83 |
| D | 1723690180.124 | 229.253 | 101.200 | 42.672 | -86 | -80 | -86 | -80 | -100 | -87 | -84 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689838.145
- **Target RSSI fingerprint:** [-82, -82, -100, -76, -73, -75, -76, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
126.51379878765403,
70.51878929138184,
42.672000000000004
] | 4 |
41,836 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724130279.132 | 80.663 | 80.087 | 60.960 | -83 | -77 | -79 | -79 | -82 | -70 | -78 | -63 |
| B | 1724130212.134 | 67.927 | 72.841 | 60.960 | -75 | -75 | -81 | -72 | -73 | -74 | -74 | -69 |
| C | 1724129988.135 | 97.645 | 20.171 | 60.960 | -82 | -100 | -79 | -72 | -73 | -73 | -69 | -63 |
| D | 1724130325.125 | 120.570 | 64.083 | 60.960 | -82 | -76 | -82 | -72 | -72 | -70 | -73 | -73 |
| E | 1724130224.163 | 86.607 | 61.349 | 60.960 | -100 | -79 | -78 | -84 | -82 | -70 | -78 | -68 |
| F | 1724129800.136 | 37.360 | 57.063 | 60.960 | -82 | -100 | -77 | -100 | -71 | -78 | -77 | -70 |
| G | 1724129944.133 | 59.436 | 32.008 | 60.960 | -80 | -75 | -76 | -76 | -81 | -75 | -68 | -71 |
| H | 1724130102.129 | 56.040 | 66.259 | 60.960 | -84 | -78 | -84 | -80 | -83 | -78 | -77 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130289.127
- **Target RSSI fingerprint:** [-83, -78, -84, -79, -81, -77, -73, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
35.66161175987079,
56.45218849182129,
60.96
] | 8 |
35,786 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696431.149 | 33.963 | 25.466 | 42.672 | -85 | -83 | -82 | -77 | -76 | -78 | -79 | -62 |
| B | 1723696437.135 | 28.869 | 24.364 | 42.672 | -79 | -79 | -79 | -76 | -79 | -76 | -77 | -76 |
| C | 1723696262.146 | 3.396 | 56.519 | 42.672 | -100 | -89 | -101 | -100 | -109 | -100 | -95 | -80 |
| D | 1723696567.143 | 105.287 | 35.764 | 42.672 | -86 | -81 | -67 | -76 | -78 | -76 | -69 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696361.158
- **Target RSSI fingerprint:** [-77, -68, -85, -78, -76, -77, -73, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830802655356727,
45.25198936462402,
42.672000000000004
] | 4 |
35,715 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696550.136 | 43.303 | 2.468 | 42.672 | -80 | -100 | -66 | -75 | -74 | -75 | -78 | -75 |
| B | 1723696674.146 | 86.607 | 21.180 | 42.672 | -74 | -76 | -81 | -70 | -71 | -73 | -75 | -61 |
| C | 1723696903.153 | 40.756 | 0.557 | 42.672 | -84 | -100 | -88 | -75 | -100 | -76 | -75 | -79 |
| D | 1723696768.148 | 95.098 | 53.214 | 42.672 | -79 | -77 | -87 | -81 | -80 | -80 | -76 | -66 |
| E | 1723696755.144 | 120.570 | 49.658 | 42.672 | -83 | -69 | -86 | -75 | -67 | -73 | -81 | -78 |
| F | 1723696361.158 | 17.831 | 45.252 | 42.672 | -77 | -77 | -68 | -85 | -76 | -73 | -73 | -75 |
| G | 1723696840.152 | 125.665 | 43.368 | 42.672 | -86 | -78 | -100 | -78 | -84 | -81 | -82 | -86 |
| H | 1723696525.135 | 39.907 | 57.102 | 42.672 | -78 | -77 | -78 | -85 | -73 | -77 | -75 | -64 |
| I | 1723696534.135 | 20.378 | 48.596 | 42.672 | -83 | -79 | -81 | -100 | -73 | -80 | -79 | -80 |
| J | 1723696798.149 | 19.529 | 48.264 | 42.672 | -81 | -73 | -70 | -86 | -74 | -78 | -77 | -78 |
| K | 1723696746.156 | 119.721 | 41.032 | 42.672 | -82 | -72 | -88 | -67 | -79 | -70 | -78 | -86 |
| L | 1723696428.160 | 46.700 | 31.637 | 42.672 | -80 | -79 | -80 | -84 | -75 | -83 | -78 | -63 |
| M | 1723696738.155 | 84.059 | 22.944 | 42.672 | -83 | -74 | -78 | -68 | -71 | -71 | -78 | -70 |
| N | 1723696604.130 | 36.511 | 26.965 | 42.672 | -86 | -78 | -84 | -81 | -74 | -79 | -78 | -61 |
| O | 1723696897.160 | 39.907 | 1.155 | 42.672 | -85 | -82 | -82 | -74 | -100 | -77 | -69 | -78 |
| P | 1723696546.144 | 41.605 | 2.123 | 42.672 | -76 | -100 | -62 | -76 | -100 | -79 | -74 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696523.153
- **Target RSSI fingerprint:** [-78, -80, -83, -87, -76, -79, -78, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
48.39789292168254,
61.614365577697754,
42.672000000000004
] | 16 |
32,516 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693416.145 | 159.628 | 55.324 | 60.960 | -83 | -82 | -75 | -75 | -66 | -77 | -75 | -62 |
| B | 1723693507.166 | 157.930 | 97.471 | 60.960 | -76 | -82 | -78 | -80 | -73 | -75 | -77 | -67 |
| C | 1723693466.155 | 164.723 | 16.495 | 60.960 | -81 | -79 | -77 | -75 | -83 | -72 | -70 | -75 |
| D | 1723693654.152 | 207.177 | 59.133 | 60.960 | -75 | -77 | -77 | -77 | -75 | -72 | -73 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693533.141
- **Target RSSI fingerprint:** [-83, -77, -74, -82, -60, -73, -78, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
190.1952382856576,
44.08419609069824,
60.96
] | 4 |
27,169 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943213.167 | 13.585 | 89.177 | 60.960 | -78 | -77 | -80 | -78 | -76 | -74 | -68 | -74 |
| B | 1725943174.152 | 55.189 | 22.573 | 60.960 | -77 | -73 | -73 | -77 | -76 | -75 | -71 | -65 |
| C | 1725943312.145 | 32.265 | 14.213 | 60.960 | -76 | -79 | -79 | -70 | -74 | -79 | -69 | -70 |
| D | 1725943223.158 | 18.679 | 114.762 | 60.960 | -77 | -80 | -85 | -69 | -73 | -80 | -72 | -80 |
| E | 1725943239.154 | 73.020 | 69.457 | 60.960 | -80 | -76 | -77 | -78 | -77 | -68 | -78 | -67 |
| F | 1725943064.146 | 101.039 | 19.109 | 60.960 | -77 | -82 | -80 | -76 | -77 | -80 | -77 | -70 |
| G | 1725943321.170 | 75.567 | 6.237 | 60.960 | -71 | -79 | -76 | -72 | -73 | -80 | -69 | -71 |
| H | 1725943405.158 | 5.094 | 42.983 | 60.960 | -75 | -72 | -76 | -75 | -71 | -71 | -72 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943305.158
- **Target RSSI fingerprint:** [-80, -83, -76, -78, -77, -77, -74, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547203976578451,
19.71978187561035,
60.96
] | 8 |
37,315 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698089.141 | 20.378 | 51.980 | 51.816 | -74 | -80 | -77 | -84 | -79 | -76 | -80 | -67 |
| B | 1723698324.162 | 112.079 | 66.644 | 51.816 | -77 | -85 | -75 | -84 | -76 | -78 | -73 | -75 |
| C | 1723698435.165 | 46.700 | 62.158 | 51.816 | -80 | -80 | -83 | -74 | -79 | -74 | -76 | -66 |
| D | 1723698385.177 | 97.645 | 88.341 | 51.816 | -81 | -81 | -74 | -73 | -81 | -79 | -72 | -80 |
| E | 1723698371.136 | 63.681 | 73.611 | 51.816 | -100 | -81 | -75 | -81 | -77 | -73 | -74 | -70 |
| F | 1723698209.129 | 102.739 | 89.243 | 51.816 | -77 | -85 | -89 | -80 | -84 | -77 | -75 | -81 |
| G | 1723698178.164 | 19.529 | 42.319 | 51.816 | -81 | -70 | -75 | -78 | -76 | -75 | -78 | -65 |
| H | 1723698019.156 | 62.832 | 72.974 | 51.816 | -100 | -85 | -77 | -81 | -75 | -73 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698094.159
- **Target RSSI fingerprint:** [-75, -75, -84, -79, -78, -74, -75, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
17.830802729400997,
50.533599853515625,
51.816
] | 8 |
22,511 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725937841.148 | 98.492 | 42.001 | 30.480 | -73 | -73 | -81 | -70 | -74 | -75 | -64 | -77 |
| B | 1725938340.132 | 48.397 | 9.860 | 30.480 | -92 | -82 | -100 | -91 | -74 | -93 | -82 | -84 |
| C | 1725937843.165 | 92.548 | 47.243 | 30.480 | -76 | -73 | -77 | -70 | -76 | -75 | -64 | -75 |
| D | 1725937834.139 | 99.341 | 36.905 | 30.480 | -84 | -82 | -77 | -82 | -76 | -76 | -73 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937582.152
- **Target RSSI fingerprint:** [-81, -83, -75, -81, -77, -74, -71, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17078055841904,
9.236183166503906,
30.48
] | 4 |
34,355 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128904.133 | 45.002 | 29.288 | 51.816 | -80 | -100 | -100 | -100 | -67 | -80 | -88 | -81 |
| B | 1724128686.132 | 106.136 | 94.193 | 51.816 | -85 | -84 | -100 | -85 | -77 | -82 | -72 | -79 |
| C | 1724128667.141 | 139.250 | 51.117 | 51.816 | -76 | -83 | -79 | -73 | -77 | -77 | -82 | -67 |
| D | 1724128489.151 | 126.514 | 72.562 | 51.816 | -100 | -78 | -81 | -67 | -100 | -100 | -78 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128968.154
- **Target RSSI fingerprint:** [-100, -88, -100, -81, -64, -84, -78, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.94516023131655,
8.957505226135254,
51.816
] | 4 |
28,972 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724129822.154 | 53.492 | 17.543 | 60.960 | -81 | -81 | -86 | -76 | -77 | -81 | -71 | -66 |
| B | 1724129840.140 | 52.643 | 64.547 | 60.960 | -100 | -100 | -81 | -75 | -73 | -76 | -69 | -69 |
| C | 1724130037.129 | 77.267 | 75.827 | 60.960 | -78 | -75 | -75 | -76 | -68 | -72 | -76 | -70 |
| D | 1724129814.128 | 62.832 | 0.000 | 60.960 | -73 | -73 | -73 | -100 | -73 | -81 | -75 | -71 |
| E | 1724130279.132 | 80.663 | 80.087 | 60.960 | -81 | -79 | -86 | -79 | -82 | -70 | -78 | -63 |
| F | 1724130362.127 | 67.078 | 5.866 | 60.960 | -77 | -85 | -83 | -75 | -83 | -76 | -74 | -64 |
| G | 1724130137.123 | 99.343 | 51.383 | 60.960 | -84 | -82 | -84 | -75 | -82 | -70 | -73 | -69 |
| H | 1724130234.122 | 102.739 | 23.714 | 60.960 | -71 | -68 | -73 | -77 | -73 | -74 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129992.125
- **Target RSSI fingerprint:** [-78, -83, -83, -74, -81, -75, -72, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96499746828532,
11.186928749084473,
60.96
] | 8 |
17,676 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1732000265.240 | 7.642 | 4.897 | 42.672 | -100 | -91 | -95 | -102 | -96 | -96 | -99 | -92 |
| B | 1732000035.234 | 140.944 | 121.026 | 42.672 | -83 | -84 | -90 | -83 | -88 | -86 | -76 | -82 |
| C | 1731999803.214 | 69.623 | 147.142 | 42.672 | -90 | -90 | -87 | -76 | -77 | -79 | -85 | -81 |
| D | 1731999913.233 | 95.944 | 137.534 | 42.672 | -84 | -87 | -81 | -82 | -79 | -80 | -79 | -77 |
| E | 1731999981.243 | 23.774 | 129.997 | 42.672 | -100 | -85 | -83 | -74 | -75 | -72 | -80 | -67 |
| F | 1731999743.217 | 120.567 | 102.129 | 42.672 | -83 | -87 | -79 | -81 | -75 | -76 | -79 | -65 |
| G | 1731999941.216 | 146.888 | 123.799 | 42.672 | -80 | -84 | -84 | -81 | -81 | -77 | -100 | -63 |
| H | 1731999987.238 | 23.774 | 133.513 | 42.672 | -91 | -90 | -84 | -85 | -87 | -85 | -86 | -85 |
| I | 1731999539.247 | 29.717 | 42.598 | 42.672 | -100 | -79 | -91 | -82 | -81 | -88 | -85 | -81 |
| J | 1731999929.240 | 131.605 | 150.579 | 42.672 | -75 | -100 | -75 | -80 | -77 | -100 | -74 | -64 |
| K | 1731999678.218 | 24.623 | 135.079 | 42.672 | -89 | -86 | -77 | -87 | -85 | -81 | -80 | -84 |
| L | 1732000013.213 | 91.699 | 127.727 | 42.672 | -91 | -89 | -82 | -79 | -76 | -83 | -82 | -87 |
| M | 1731999668.221 | 56.887 | 166.570 | 42.672 | -89 | -87 | -86 | -90 | -89 | -74 | -75 | -67 |
| N | 1731999717.230 | 105.284 | 146.983 | 42.672 | -82 | -92 | -88 | -81 | -81 | -80 | -66 | -79 |
| O | 1731999387.217 | 5.943 | 11.758 | 42.672 | -100 | -89 | -95 | -104 | -99 | -98 | -96 | -91 |
| P | 1731999663.213 | 75.567 | 185.361 | 42.672 | -92 | -90 | -85 | -91 | -91 | -76 | -77 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999649.218
- **Target RSSI fingerprint:** [-87, -89, -91, -88, -78, -73, -71, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17031989030876,
183.95398139953613,
42.672000000000004
] | 16 |
33,423 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723698396.271 | 124.816 | 47.243 | 51.816 | -74 | -78 | -78 | -78 | -79 | -73 | -75 | -100 |
| B | 1723698189.151 | 33.114 | 57.156 | 51.816 | -81 | -75 | -77 | -100 | -80 | -81 | -76 | -73 |
| C | 1723697989.146 | 39.907 | 31.424 | 51.816 | -80 | -80 | -70 | -77 | -81 | -83 | -76 | -65 |
| D | 1723698087.158 | 28.869 | 55.762 | 51.816 | -79 | -79 | -75 | -77 | -82 | -83 | -76 | -67 |
| E | 1723697946.156 | 72.172 | 21.551 | 51.816 | -81 | -76 | -76 | -77 | -80 | -80 | -74 | -68 |
| F | 1723698054.136 | 101.890 | 34.145 | 51.816 | -80 | -75 | -72 | -79 | -74 | -69 | -74 | -66 |
| G | 1723698104.156 | 35.662 | 12.142 | 51.816 | -74 | -79 | -66 | -76 | -71 | -83 | -79 | -74 |
| H | 1723698233.157 | 87.456 | 25.917 | 51.816 | -71 | -76 | -69 | -72 | -69 | -65 | -74 | -62 |
| I | 1723698437.154 | 37.360 | 58.257 | 51.816 | -100 | -100 | -100 | -76 | -100 | -74 | -73 | -65 |
| J | 1723698294.196 | 62.832 | 14.319 | 51.816 | -82 | -76 | -75 | -76 | -79 | -79 | -74 | -72 |
| K | 1723698257.166 | 55.191 | 64.905 | 51.816 | -82 | -78 | -100 | -78 | -82 | -74 | -75 | -68 |
| L | 1723698303.149 | 103.588 | 35.883 | 51.816 | -79 | -75 | -78 | -81 | -70 | -73 | -73 | -77 |
| M | 1723698131.157 | 121.419 | 44.827 | 51.816 | -80 | -73 | -80 | -80 | -76 | -75 | -74 | -77 |
| N | 1723697931.140 | 39.058 | 2.123 | 51.816 | -66 | -100 | -63 | -74 | -58 | -100 | -75 | -70 |
| O | 1723698369.140 | 55.191 | 69.338 | 51.816 | -82 | -77 | -84 | -76 | -82 | -68 | -71 | -74 |
| P | 1723698202.151 | 94.249 | 87.903 | 51.816 | -80 | -77 | -100 | -78 | -84 | -73 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698305.142
- **Target RSSI fingerprint:** [-79, -74, -79, -76, -69, -73, -73, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
112.9284172862063,
40.249056816101074,
51.816
] | 16 |
35,899 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691318.145 | 179.157 | 77.127 | 51.816 | -81 | -75 | -100 | -78 | -81 | -75 | -82 | -75 |
| B | 1723691441.140 | 233.499 | 93.423 | 51.816 | -83 | -78 | -85 | -79 | -100 | -74 | -100 | -78 |
| C | 1723691601.177 | 138.401 | 41.709 | 51.816 | -88 | -77 | -78 | -100 | -80 | -80 | -82 | -75 |
| D | 1723691525.148 | 190.195 | 51.542 | 51.816 | -84 | -76 | -87 | -78 | -83 | -73 | -83 | -75 |
| E | 1723691640.151 | 232.650 | 93.822 | 51.816 | -83 | -77 | -85 | -77 | -87 | -74 | -100 | -76 |
| F | 1723691630.160 | 219.913 | 116.222 | 51.816 | -85 | -100 | -75 | -82 | -78 | -75 | -79 | -78 |
| G | 1723691263.145 | 127.363 | 27.111 | 51.816 | -100 | -100 | -100 | -100 | -77 | -100 | -72 | -82 |
| H | 1723691819.185 | 181.704 | 84.532 | 51.816 | -88 | -100 | -81 | -80 | -78 | -78 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691894.255
- **Target RSSI fingerprint:** [-91, -100, -100, -84, -77, -77, -76, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62504467932055,
41.37703895568848,
51.816
] | 8 |
12,628 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828918.137 | 107.831 | 83.537 | 42.672 | -89 | -95 | -81 | -84 | -86 | -83 | -73 | -76 |
| B | 1722828885.158 | 67.076 | 61.203 | 42.672 | -88 | -91 | -85 | -84 | -92 | -79 | -74 | -81 |
| C | 1722828783.160 | 54.340 | 53.931 | 42.672 | -89 | -86 | -87 | -84 | -85 | -77 | -81 | -76 |
| D | 1722828816.151 | 128.208 | 60.102 | 42.672 | -91 | -93 | -80 | -77 | -80 | -85 | -75 | -78 |
| E | 1722828949.150 | 21.227 | 71.939 | 42.672 | -90 | -89 | -83 | -84 | -82 | -82 | -76 | -78 |
| F | 1722828861.161 | 0.849 | 57.182 | 42.672 | -87 | -80 | -100 | -87 | -82 | -74 | -100 | -78 |
| G | 1722828831.158 | 73.019 | 9.528 | 42.672 | -90 | -98 | -77 | -81 | -91 | -88 | -74 | -87 |
| H | 1722828819.156 | 123.963 | 49.061 | 42.672 | -89 | -91 | -75 | -76 | -79 | -87 | -68 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828920.143
- **Target RSSI fingerprint:** [-96, -98, -83, -81, -83, -90, -81, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844487219514,
90.72957515716553,
42.672000000000004
] | 8 |
30,364 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689808.154 | 168.119 | 12.448 | 42.672 | -100 | -90 | -86 | -81 | -90 | -100 | -100 | -79 |
| B | 1723689726.184 | 143.496 | 80.445 | 42.672 | -78 | -79 | -88 | -75 | -80 | -79 | -78 | -74 |
| C | 1723690031.144 | 123.117 | 61.137 | 42.672 | -76 | -77 | -81 | -72 | -77 | -73 | -73 | -68 |
| D | 1723689913.147 | 191.893 | 123.693 | 42.672 | -86 | -83 | -88 | -82 | -72 | -73 | -74 | -76 |
| E | 1723689639.138 | 131.608 | 73.160 | 42.672 | -79 | -100 | -100 | -78 | -84 | -79 | -78 | -79 |
| F | 1723689983.151 | 235.197 | 92.189 | 42.672 | -88 | -78 | -85 | -100 | -85 | -88 | -90 | -89 |
| G | 1723689729.173 | 132.457 | 70.585 | 42.672 | -79 | -72 | -89 | -75 | -76 | -71 | -71 | -71 |
| H | 1723689773.148 | 222.461 | 113.448 | 42.672 | -85 | -100 | -78 | -100 | -76 | -75 | -77 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689902.144
- **Target RSSI fingerprint:** [-84, -81, -78, -84, -68, -69, -70, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
208.8751308843147,
133.93792629241943,
42.672000000000004
] | 8 |
33,913 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724127160.139 | 132.457 | 36.865 | 42.672 | -82 | -77 | -100 | -86 | -81 | -73 | -100 | -72 |
| B | 1724126855.137 | 87.456 | 44.628 | 42.672 | -74 | -83 | -100 | -72 | -82 | -78 | -76 | -80 |
| C | 1724126719.122 | 99.343 | 89.894 | 42.672 | -82 | -86 | -100 | -91 | -87 | -85 | -87 | -88 |
| D | 1724126938.131 | 46.700 | 31.783 | 42.672 | -74 | -100 | -71 | -85 | -79 | -100 | -64 | -69 |
| E | 1724126767.149 | 105.287 | 60.539 | 42.672 | -100 | -74 | -87 | -85 | -84 | -78 | -78 | -80 |
| F | 1724126843.127 | 71.323 | 77.088 | 42.672 | -100 | -77 | -100 | -81 | -78 | -76 | -65 | -81 |
| G | 1724126361.126 | 4.245 | 116.819 | 42.672 | -100 | -100 | -98 | -100 | -102 | -100 | -75 | -89 |
| H | 1724127050.147 | 99.343 | 24.351 | 42.672 | -85 | -92 | -86 | -89 | -100 | -82 | -89 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127108.140
- **Target RSSI fingerprint:** [-74, -100, -71, -85, -100, -80, -81, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.41618228194698,
54.12987232208252,
42.672000000000004
] | 8 |
39,320 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697984.173 | 62.832 | 42.956 | 51.816 | -74 | -87 | -74 | -80 | -76 | -77 | -75 | -64 |
| B | 1723697939.158 | 40.756 | 0.106 | 51.816 | -85 | -76 | -81 | -82 | -79 | -77 | -74 | -74 |
| C | 1723698228.153 | 110.381 | 36.998 | 51.816 | -74 | -83 | -80 | -78 | -75 | -82 | -74 | -78 |
| D | 1723698423.163 | 64.531 | 49.618 | 51.816 | -79 | -76 | -62 | -74 | -74 | -77 | -69 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697796.138
- **Target RSSI fingerprint:** [-100, -89, -95, -100, -100, -100, -97, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396343377028761,
60.950846672058105,
51.816
] | 4 |
33,037 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128601.136 | 49.247 | 12.395 | 51.816 | -100 | -73 | -64 | -71 | -76 | -70 | -64 | -62 |
| B | 1724128968.154 | 50.945 | 8.958 | 51.816 | -100 | -100 | -82 | -81 | -84 | -78 | -64 | -80 |
| C | 1724128985.134 | 17.831 | 86.111 | 51.816 | -100 | -77 | -100 | -77 | -71 | -73 | -64 | -70 |
| D | 1724128568.136 | 141.797 | 45.584 | 51.816 | -63 | -81 | -82 | -83 | -79 | -76 | -100 | -71 |
| E | 1724128263.124 | 0.849 | 120.959 | 51.816 | -100 | -94 | -94 | -100 | -100 | -100 | -81 | -89 |
| F | 1724128770.140 | 82.361 | 15.128 | 51.816 | -81 | -83 | -85 | -86 | -82 | -86 | -67 | -76 |
| G | 1724128511.140 | 69.625 | 75.163 | 51.816 | -78 | -80 | -80 | -83 | -80 | -72 | -63 | -69 |
| H | 1724128666.145 | 140.948 | 47.322 | 51.816 | -83 | -78 | -68 | -71 | -78 | -79 | -77 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128714.147
- **Target RSSI fingerprint:** [-100, -79, -83, -86, -77, -83, -81, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
40.756128185053235,
34.95417594909668,
51.816
] | 8 |
6,427 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004606.152 | 79.812 | 8.599 | 60.960 | -77 | -82 | -81 | -80 | -70 | -78 | -87 | -64 |
| B | 1723004974.168 | 1.698 | 81.692 | 60.960 | -79 | -73 | -80 | -83 | -85 | -72 | -77 | -83 |
| C | 1723004970.146 | 6.792 | 61.880 | 60.960 | -81 | -77 | -89 | -91 | -88 | -78 | -80 | -80 |
| D | 1723004764.128 | 13.585 | 87.558 | 60.960 | -81 | -78 | -82 | -81 | -81 | -74 | -67 | -81 |
| E | 1723004653.145 | 1.698 | 85.528 | 60.960 | -79 | -82 | -82 | -82 | -86 | -79 | -85 | -77 |
| F | 1723004424.144 | 34.812 | 88.115 | 60.960 | -72 | -84 | -79 | -79 | -82 | -86 | -86 | -75 |
| G | 1723004680.140 | 33.113 | 10.736 | 60.960 | -100 | -77 | -86 | -87 | -85 | -77 | -74 | -60 |
| H | 1723005022.149 | 105.284 | 50.958 | 60.960 | -78 | -84 | -81 | -84 | -86 | -79 | -72 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004188.166
- **Target RSSI fingerprint:** [-100, -100, -82, -78, -81, -100, -81, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77403942739735,
0.3715705871582031,
60.96
] | 8 |
20,113 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838777.167 | 68.774 | 135.331 | 51.816 | -74 | -73 | -79 | -70 | -70 | -72 | -69 | -66 |
| B | 1722838795.165 | 106.982 | 93.331 | 51.816 | -82 | -84 | -88 | -77 | -80 | -76 | -76 | -70 |
| C | 1722839294.170 | 74.718 | 121.238 | 51.816 | -81 | -82 | -80 | -78 | -72 | -71 | -73 | -67 |
| D | 1722839189.179 | 76.416 | 127.860 | 51.816 | -100 | -100 | -100 | -70 | -72 | -68 | -68 | -65 |
| E | 1722839249.161 | 68.774 | 172.661 | 51.816 | -87 | -80 | -80 | -84 | -85 | -81 | -73 | -77 |
| F | 1722839211.166 | 131.605 | 112.745 | 51.816 | -86 | -87 | -78 | -78 | -99 | -78 | -77 | -71 |
| G | 1722839094.170 | 95.944 | 136.088 | 51.816 | -87 | -88 | -87 | -76 | -78 | -77 | -73 | -67 |
| H | 1722838931.165 | 75.567 | 67.122 | 51.816 | -70 | -81 | -72 | -86 | -83 | -75 | -81 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838841.152
- **Target RSSI fingerprint:** [-87, -77, -85, -86, -85, -80, -74, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83062911341651,
167.4190902709961,
51.816
] | 8 |
5,792 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722999892.162 | 9.340 | 55.802 | 42.672 | -90 | -86 | -93 | -92 | -96 | -92 | -81 | -78 |
| B | 1722999746.145 | 84.057 | 11.850 | 42.672 | -75 | -84 | -81 | -75 | -77 | -74 | -89 | -67 |
| C | 1722999467.320 | 99.340 | 39.440 | 42.672 | -69 | -78 | -84 | -85 | -82 | -86 | -68 | -83 |
| D | 1722999679.152 | 2.547 | 88.129 | 42.672 | -82 | -89 | -90 | -86 | -86 | -87 | -91 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999827.141
- **Target RSSI fingerprint:** [-82, -74, -75, -87, -82, -80, -69, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278718601344,
13.602137565612793,
42.672000000000004
] | 4 |
15,844 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723008622.166 | 183.397 | 31.517 | 51.816 | -84 | -83 | -77 | -80 | -100 | -68 | -73 | -100 |
| B | 1723007937.159 | 144.341 | 58.536 | 51.816 | -84 | -73 | -83 | -84 | -77 | -71 | -76 | -77 |
| C | 1723008509.152 | 154.529 | 10.125 | 51.816 | -84 | -82 | -86 | -84 | -64 | -74 | -76 | -75 |
| D | 1723008026.143 | 33.962 | 28.624 | 51.816 | -82 | -81 | -73 | -66 | -75 | -78 | -75 | -62 |
| E | 1723008223.157 | 50.095 | 85.129 | 51.816 | -81 | -79 | -78 | -79 | -76 | -88 | -83 | -67 |
| F | 1723008128.144 | 22.925 | 84.798 | 51.816 | -81 | -81 | -75 | -83 | -81 | -70 | -71 | -82 |
| G | 1723008202.146 | 87.453 | 30.323 | 51.816 | -84 | -88 | -72 | -88 | -83 | -83 | -81 | -85 |
| H | 1723007836.150 | 213.964 | 2.216 | 51.816 | -98 | -94 | -100 | -97 | -87 | -84 | -88 | -93 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008255.151
- **Target RSSI fingerprint:** [-71, -83, -76, -69, -100, -79, -76, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
44.15123492695363,
12.460885047912598,
51.816
] | 8 |
31,661 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696906.160 | 37.360 | 9.674 | 42.672 | -70 | -70 | -100 | -100 | -68 | -75 | -76 | -71 |
| B | 1723696810.160 | 63.681 | 72.231 | 42.672 | -87 | -85 | -74 | -76 | -79 | -79 | -71 | -72 |
| C | 1723696734.156 | 67.078 | 14.000 | 42.672 | -100 | -100 | -70 | -68 | -74 | -69 | -71 | -68 |
| D | 1723696788.149 | 28.869 | 25.891 | 42.672 | -82 | -84 | -83 | -86 | -80 | -83 | -82 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696635.151
- **Target RSSI fingerprint:** [-84, -85, -72, -75, -77, -75, -70, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
72.17229646215817,
75.41555881500244,
42.672000000000004
] | 4 |
8,813 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723009920.144 | 152.831 | 17.159 | 60.960 | -87 | -88 | -80 | -85 | -79 | -76 | -83 | -68 |
| B | 1723010035.154 | 138.397 | 7.869 | 60.960 | -85 | -88 | -73 | -77 | -100 | -86 | -68 | -60 |
| C | 1723010036.148 | 132.454 | 7.352 | 60.960 | -85 | -89 | -76 | -78 | -100 | -88 | -69 | -66 |
| D | 1723010102.153 | 28.019 | 38.205 | 60.960 | -73 | -73 | -77 | -66 | -64 | -72 | -63 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010216.144
- **Target RSSI fingerprint:** [-76, -70, -85, -85, -73, -74, -83, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62310162871569,
85.40815353393555,
60.96
] | 4 |
43,221 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723689994.134 | 219.913 | 66.617 | 42.672 | -84 | -80 | -92 | -87 | -90 | -79 | -78 | -87 |
| B | 1723689980.159 | 228.404 | 104.584 | 42.672 | -81 | -85 | -86 | -78 | -82 | -82 | -100 | -84 |
| C | 1723689964.147 | 193.592 | 88.221 | 42.672 | -100 | -87 | -83 | -87 | -79 | -88 | -83 | -86 |
| D | 1723689741.172 | 138.401 | 45.730 | 42.672 | -74 | -83 | -81 | -76 | -77 | -83 | -80 | -84 |
| E | 1723690075.144 | 203.781 | 57.315 | 42.672 | -87 | -87 | -100 | -79 | -100 | -82 | -83 | -86 |
| F | 1723689794.142 | 218.215 | 65.450 | 42.672 | -84 | -80 | -100 | -89 | -100 | -80 | -78 | -84 |
| G | 1723689329.141 | 6.793 | 69.895 | 42.672 | -100 | -100 | -99 | -97 | -100 | -100 | -96 | -75 |
| H | 1723689704.160 | 208.875 | 138.901 | 42.672 | -84 | -66 | -72 | -79 | -73 | -73 | -79 | -100 |
| I | 1723689967.148 | 203.781 | 98.506 | 42.672 | -100 | -100 | -82 | -89 | -77 | -89 | -100 | -83 |
| J | 1723690197.142 | 208.875 | 53.533 | 42.672 | -86 | -78 | -90 | -89 | -100 | -72 | -74 | -88 |
| K | 1723689648.160 | 163.874 | 104.491 | 42.672 | -84 | -100 | -74 | -86 | -77 | -87 | -84 | -79 |
| L | 1723690267.162 | 11.887 | 72.005 | 42.672 | -86 | -100 | -81 | -100 | -84 | -100 | -80 | -71 |
| M | 1723690227.170 | 119.721 | 18.618 | 42.672 | -83 | -87 | -86 | -87 | -81 | -76 | -73 | -80 |
| N | 1723689995.167 | 216.517 | 62.583 | 42.672 | -87 | -79 | -100 | -87 | -100 | -73 | -79 | -85 |
| O | 1723690168.162 | 209.724 | 103.084 | 42.672 | -87 | -86 | -79 | -82 | -74 | -100 | -100 | -83 |
| P | 1723690234.152 | 85.758 | 34.105 | 42.672 | -84 | -100 | -76 | -84 | -77 | -74 | -72 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689963.162
- **Target RSSI fingerprint:** [-100, -91, -84, -88, -79, -91, -83, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
190.1952411304329,
84.77117538452148,
42.672000000000004
] | 16 |
31,166 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123063.356 | 33.114 | 5.428 | 60.960 | -82 | -80 | -78 | -83 | -74 | -78 | -79 | -78 |
| B | 1724123539.128 | 88.305 | 29.951 | 60.960 | -100 | -80 | -100 | -100 | -100 | -65 | -75 | -62 |
| C | 1724123581.143 | 13.585 | 39.652 | 60.960 | -74 | -100 | -69 | -81 | -64 | -85 | -73 | -79 |
| D | 1724123404.144 | 9.340 | 41.815 | 60.960 | -79 | -100 | -77 | -66 | -68 | -82 | -78 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123573.151
- **Target RSSI fingerprint:** [-82, -81, -80, -69, -75, -82, -74, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
12.736287583322522,
47.9326057434082,
60.96
] | 4 |
42,539 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696898.159 | 40.756 | 0.252 | 42.672 | -70 | -67 | -69 | -100 | -100 | -70 | -73 | -70 |
| B | 1723696893.146 | 32.265 | 16.681 | 42.672 | -79 | -82 | -72 | -84 | -81 | -80 | -76 | -77 |
| C | 1723696581.148 | 113.778 | 62.782 | 42.672 | -84 | -86 | -79 | -67 | -71 | -70 | -70 | -78 |
| D | 1723696891.163 | 27.171 | 26.501 | 42.672 | -80 | -76 | -71 | -79 | -73 | -82 | -73 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696774.142
- **Target RSSI fingerprint:** [-82, -82, -77, -81, -77, -100, -100, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77595309923309,
41.27087593078613,
42.672000000000004
] | 4 |
31,577 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691294.150 | 120.570 | 68.674 | 51.816 | -78 | -85 | -80 | -100 | -72 | -85 | -82 | -76 |
| B | 1723691880.130 | 133.306 | 12.461 | 51.816 | -81 | -83 | -82 | -79 | -81 | -76 | -74 | -73 |
| C | 1723691817.156 | 174.063 | 77.459 | 51.816 | -78 | -82 | -78 | -82 | -77 | -78 | -78 | -79 |
| D | 1723691381.126 | 146.043 | 87.001 | 51.816 | -85 | -83 | -85 | -77 | -77 | -79 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691883.137
- **Target RSSI fingerprint:** [-80, -80, -80, -81, -79, -76, -76, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
119.72111341200242,
18.392744064331055,
51.816
] | 4 |
40,595 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723697950.141 | 92.550 | 31.690 | 51.816 | -69 | -71 | -73 | -70 | -77 | -65 | -73 | -69 |
| B | 1723698273.156 | 21.227 | 44.257 | 51.816 | -81 | -74 | -100 | -76 | -76 | -79 | -100 | -76 |
| C | 1723697948.154 | 83.210 | 26.687 | 51.816 | -70 | -73 | -75 | -67 | -75 | -69 | -75 | -68 |
| D | 1723698178.164 | 19.529 | 42.319 | 51.816 | -83 | -75 | -76 | -78 | -78 | -70 | -75 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698151.146
- **Target RSSI fingerprint:** [-80, -81, -80, -72, -77, -100, -78, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.04121546660564,
61.29587650299072,
51.816
] | 4 |
19,370 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828473.152 | 23.774 | 80.710 | 42.672 | -88 | -85 | -78 | -80 | -84 | -78 | -79 | -80 |
| B | 1722828809.164 | 126.510 | 65.914 | 42.672 | -89 | -74 | -88 | -81 | -82 | -80 | -80 | -73 |
| C | 1722828548.150 | 43.302 | 93.543 | 42.672 | -87 | -85 | -86 | -81 | -82 | -78 | -77 | -85 |
| D | 1722828590.175 | 67.076 | 66.923 | 42.672 | -86 | -91 | -78 | -84 | -84 | -86 | -74 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828936.141
- **Target RSSI fingerprint:** [-88, -96, -94, -81, -82, -76, -80, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219264195122,
117.61536121368408,
42.672000000000004
] | 4 |
34,892 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128821.127 | 86.607 | 53.705 | 51.816 | -80 | -84 | -82 | -81 | -63 | -77 | -76 | -67 |
| B | 1724128698.191 | 51.794 | 67.414 | 51.816 | -80 | -76 | -77 | -84 | -100 | -78 | -65 | -70 |
| C | 1724128389.150 | 14.434 | 92.495 | 51.816 | -79 | -100 | -100 | -80 | -67 | -77 | -81 | -74 |
| D | 1724128456.134 | 85.758 | 39.028 | 51.816 | -78 | -83 | -83 | -100 | -63 | -77 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128469.130
- **Target RSSI fingerprint:** [-100, -77, -84, -80, -75, -79, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28666447805419,
25.014662742614746,
51.816
] | 4 |
2,750 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841309.161 | 124.812 | 133.858 | 60.960 | -81 | -88 | -81 | -76 | -75 | -81 | -77 | -72 |
| B | 1722841038.184 | 18.679 | 116.355 | 60.960 | -78 | -74 | -87 | -80 | -78 | -72 | -81 | -71 |
| C | 1722840961.151 | 45.000 | 94.578 | 60.960 | -89 | -87 | -82 | -84 | -83 | -88 | -83 | -88 |
| D | 1722841239.171 | 30.566 | 103.217 | 60.960 | -81 | -75 | -85 | -79 | -79 | -72 | -80 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840907.181
- **Target RSSI fingerprint:** [-77, -86, -76, -80, -71, -71, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.03844359317571,
173.00591945648193,
60.96
] | 4 |
17,201 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722828778.151 | 33.963 | 38.444 | 42.672 | -93 | -89 | -85 | -95 | -88 | -85 | -80 | -86 |
| B | 1722828943.135 | 44.151 | 92.468 | 42.672 | -89 | -81 | -80 | -82 | -75 | -85 | -86 | -79 |
| C | 1722828448.209 | 46.698 | 24.059 | 42.672 | -85 | -86 | -85 | -87 | -87 | -73 | -74 | -81 |
| D | 1722828337.156 | 67.925 | 5.799 | 42.672 | -94 | -87 | -77 | -88 | -82 | -88 | -70 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828868.164
- **Target RSSI fingerprint:** [-91, -78, -100, -81, -100, -74, -100, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
26.32093942048781,
80.76352119445801,
42.672000000000004
] | 4 |
22,884 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943168.169 | 60.284 | 48.185 | 60.960 | -78 | -77 | -74 | -79 | -68 | -76 | -75 | -61 |
| B | 1725943192.155 | 5.094 | 16.402 | 60.960 | -74 | -83 | -73 | -76 | -77 | -76 | -68 | -71 |
| C | 1725943208.145 | 9.340 | 65.489 | 60.960 | -77 | -66 | -72 | -79 | -73 | -79 | -78 | -73 |
| D | 1725943516.170 | 39.906 | 16.469 | 60.960 | -71 | -79 | -77 | -73 | -80 | -76 | -70 | -71 |
| E | 1725943402.152 | 2.547 | 28.027 | 60.960 | -76 | -76 | -72 | -74 | -71 | -78 | -75 | -72 |
| F | 1725943277.166 | 43.302 | 43.580 | 60.960 | -76 | -84 | -75 | -73 | -70 | -73 | -69 | -73 |
| G | 1725943349.148 | 99.341 | 42.213 | 60.960 | -78 | -78 | -80 | -75 | -81 | -70 | -75 | -76 |
| H | 1725943151.199 | 87.454 | 53.307 | 60.960 | -100 | -76 | -81 | -77 | -78 | -69 | -78 | -80 |
| I | 1725943286.153 | 6.793 | 57.885 | 60.960 | -70 | -63 | -73 | -77 | -81 | -72 | -70 | -63 |
| J | 1725943309.173 | 16.981 | 16.960 | 60.960 | -72 | -77 | -78 | -72 | -81 | -76 | -74 | -72 |
| K | 1725942805.155 | 35.661 | 8.214 | 60.960 | -80 | -85 | -100 | -100 | -100 | -77 | -69 | -100 |
| L | 1725943239.154 | 73.020 | 69.457 | 60.960 | -77 | -81 | -76 | -78 | -68 | -80 | -78 | -67 |
| M | 1725943121.150 | 75.567 | 5.958 | 60.960 | -76 | -81 | -78 | -74 | -80 | -74 | -72 | -69 |
| N | 1725943386.174 | 41.604 | 10.099 | 60.960 | -76 | -85 | -74 | -72 | -75 | -76 | -69 | -72 |
| O | 1725943369.151 | 61.133 | 54.276 | 60.960 | -79 | -78 | -74 | -77 | -67 | -78 | -75 | -62 |
| P | 1725943073.146 | 61.133 | 36.533 | 60.960 | -77 | -82 | -74 | -75 | -74 | -76 | -72 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943150.180
- **Target RSSI fingerprint:** [-100, -74, -82, -73, -78, -70, -78, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
90.85027516463143,
50.42743682861328,
60.96
] | 16 |
20,261 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010057.163 | 82.359 | 46.871 | 60.960 | -83 | -82 | -68 | -76 | -74 | -73 | -68 | -80 |
| B | 1723009853.155 | 35.661 | 84.280 | 60.960 | -78 | -100 | -74 | -79 | -79 | -72 | -70 | -81 |
| C | 1723010160.127 | 128.208 | 43.434 | 60.960 | -80 | -87 | -77 | -75 | -72 | -71 | -78 | -63 |
| D | 1723010169.159 | 83.208 | 42.717 | 60.960 | -77 | -81 | -77 | -75 | -74 | -71 | -78 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010479.156
- **Target RSSI fingerprint:** [-87, -73, -100, -75, -74, -80, -84, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
202.07680716627237,
14.517793655395508,
60.96
] | 4 |
8,067 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722838884.162 | 78.114 | 122.618 | 51.816 | -86 | -87 | -82 | -83 | -74 | -77 | -75 | -68 |
| B | 1722839075.166 | 45.000 | 92.932 | 51.816 | -73 | -81 | -77 | -73 | -69 | -83 | -70 | -79 |
| C | 1722838961.150 | 11.887 | 128.444 | 51.816 | -88 | -85 | -89 | -85 | -80 | -86 | -88 | -85 |
| D | 1722838953.173 | 17.830 | 118.757 | 51.816 | -88 | -88 | -77 | -86 | -77 | -89 | -77 | -82 |
| E | 1722839041.174 | 84.906 | 187.073 | 51.816 | -80 | -71 | -87 | -100 | -90 | -76 | -75 | -78 |
| F | 1722838755.162 | 13.585 | 129.227 | 51.816 | -82 | -86 | -85 | -83 | -82 | -87 | -84 | -88 |
| G | 1722839003.152 | 114.623 | 101.771 | 51.816 | -87 | -86 | -75 | -80 | -80 | -76 | -76 | -66 |
| H | 1722838780.182 | 78.114 | 123.587 | 51.816 | -81 | -81 | -74 | -74 | -72 | -75 | -69 | -66 |
| I | 1722839058.165 | 21.227 | 130.488 | 51.816 | -83 | -77 | -73 | -82 | -71 | -86 | -72 | -76 |
| J | 1722839129.180 | 101.888 | 88.951 | 51.816 | -74 | -81 | -84 | -74 | -90 | -72 | -80 | -85 |
| K | 1722838986.178 | 78.114 | 124.012 | 51.816 | -77 | -77 | -73 | -74 | -69 | -68 | -67 | -64 |
| L | 1722839223.174 | 129.058 | 133.301 | 51.816 | -80 | -85 | -83 | -85 | -89 | -75 | -73 | -84 |
| M | 1722838826.171 | 94.246 | 188.546 | 51.816 | -86 | -79 | -83 | -80 | -79 | -76 | -72 | -77 |
| N | 1722839170.167 | 28.019 | 140.255 | 51.816 | -88 | -88 | -85 | -88 | -69 | -80 | -82 | -71 |
| O | 1722838982.167 | 65.378 | 139.671 | 51.816 | -83 | -78 | -71 | -75 | -71 | -71 | -69 | -65 |
| P | 1722839353.199 | 58.585 | 53.254 | 51.816 | -84 | -79 | -93 | -74 | -76 | -76 | -83 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838925.205
- **Target RSSI fingerprint:** [-82, -83, -87, -73, -90, -72, -85, -86]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
98.49125644805831,
86.04513168334961,
51.816
] | 16 |
24,925 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943255.396 | 106.133 | 32.619 | 60.960 | -72 | -74 | -80 | -72 | -73 | -79 | -78 | -59 |
| B | 1725943278.141 | 39.057 | 45.743 | 60.960 | -76 | -70 | -77 | -73 | -75 | -73 | -77 | -71 |
| C | 1725943471.162 | 80.661 | 30.402 | 60.960 | -74 | -76 | -75 | -76 | -75 | -76 | -73 | -68 |
| D | 1725942900.152 | 33.963 | 20.290 | 60.960 | -100 | -100 | -69 | -78 | -78 | -69 | -74 | -100 |
| E | 1725943497.166 | 5.094 | 46.486 | 60.960 | -74 | -67 | -65 | -71 | -71 | -70 | -68 | -64 |
| F | 1725942977.160 | 56.888 | 13.615 | 60.960 | -73 | -74 | -68 | -78 | -73 | -77 | -76 | -66 |
| G | 1725943299.163 | 0.000 | 21.113 | 60.960 | -68 | -70 | -73 | -77 | -76 | -74 | -75 | -70 |
| H | 1725942937.150 | 102.737 | 26.236 | 60.960 | -74 | -75 | -74 | -78 | -73 | -80 | -76 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943394.159
- **Target RSSI fingerprint:** [-75, -77, -77, -79, -74, -77, -74, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
3.396271968771268,
17.11878776550293,
60.96
] | 8 |
3,219 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994706.212 | 91.699 | 43.036 | 51.816 | -89 | -92 | -79 | -81 | -81 | -80 | -73 | -67 |
| B | 1731994520.211 | 85.755 | 48.968 | 51.816 | -92 | -92 | -87 | -86 | -84 | -78 | -81 | -76 |
| C | 1731994492.218 | 13.585 | 90.424 | 51.816 | -86 | -92 | -78 | -73 | -78 | -78 | -70 | -65 |
| D | 1731994806.214 | 99.340 | 98.201 | 51.816 | -80 | -82 | -91 | -93 | -81 | -77 | -83 | -76 |
| E | 1731994675.227 | 3.396 | 64.574 | 51.816 | -76 | -73 | -81 | -77 | -87 | -85 | -73 | -75 |
| F | 1731994668.229 | 2.547 | 58.230 | 51.816 | -85 | -67 | -78 | -87 | -78 | -84 | -81 | -74 |
| G | 1731994319.213 | 95.095 | 48.450 | 51.816 | -93 | -90 | -83 | -90 | -81 | -85 | -84 | -78 |
| H | 1731994464.237 | 28.019 | 39.745 | 51.816 | -85 | -74 | -82 | -87 | -71 | -80 | -74 | -76 |
| I | 1731994601.222 | 56.038 | 74.526 | 51.816 | -90 | -84 | -91 | -85 | -85 | -84 | -73 | -78 |
| J | 1731994298.217 | 34.812 | 94.910 | 51.816 | -81 | -94 | -77 | -74 | -78 | -75 | -69 | -63 |
| K | 1731994733.236 | 101.038 | 93.928 | 51.816 | -88 | -94 | -87 | -79 | -86 | -78 | -72 | -82 |
| L | 1731994527.212 | 97.642 | 60.022 | 51.816 | -92 | -92 | -85 | -85 | -86 | -88 | -83 | -80 |
| M | 1731994739.236 | 81.510 | 116.461 | 51.816 | -84 | -86 | -88 | -73 | -88 | -75 | -73 | -87 |
| N | 1731994862.196 | 61.133 | 6.715 | 51.816 | -100 | -87 | -80 | -80 | -78 | -85 | -76 | -76 |
| O | 1731994315.247 | 90.001 | 47.375 | 51.816 | -83 | -79 | -77 | -80 | -80 | -73 | -75 | -66 |
| P | 1731994772.227 | 7.642 | 65.131 | 51.816 | -83 | -81 | -89 | -80 | -83 | -84 | -76 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994300.232
- **Target RSSI fingerprint:** [-81, -89, -78, -78, -77, -79, -69, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
39.056879261190154,
91.44617557525635,
51.816
] | 16 |
18,519 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1731994257.231 | 66.227 | 15.035 | 51.816 | -83 | -75 | -83 | -88 | -78 | -86 | -75 | -73 |
| B | 1731994738.218 | 84.906 | 112.891 | 51.816 | -80 | -74 | -86 | -73 | -88 | -73 | -77 | -89 |
| C | 1731994568.228 | 13.585 | 70.665 | 51.816 | -85 | -86 | -78 | -82 | -78 | -75 | -90 | -72 |
| D | 1731994307.236 | 66.227 | 66.737 | 51.816 | -100 | -90 | -78 | -80 | -76 | -76 | -70 | -64 |
| E | 1731994804.229 | 95.095 | 94.671 | 51.816 | -77 | -100 | -85 | -83 | -87 | -74 | -74 | -75 |
| F | 1731994373.220 | 12.736 | 66.126 | 51.816 | -100 | -74 | -78 | -80 | -78 | -75 | -89 | -73 |
| G | 1731994389.233 | 21.227 | 50.693 | 51.816 | -100 | -90 | -86 | -87 | -76 | -80 | -68 | -72 |
| H | 1731994435.222 | 116.322 | 63.286 | 51.816 | -71 | -88 | -69 | -75 | -82 | -70 | -70 | -71 |
| I | 1731994355.232 | 74.718 | 118.611 | 51.816 | -78 | -82 | -86 | -85 | -86 | -85 | -72 | -84 |
| J | 1731994368.236 | 32.264 | 81.785 | 51.816 | -85 | -82 | -84 | -82 | -81 | -78 | -73 | -73 |
| K | 1731994832.229 | 106.982 | 52.153 | 51.816 | -74 | -91 | -82 | -78 | -81 | -71 | -69 | -74 |
| L | 1731994781.224 | 31.415 | 49.777 | 51.816 | -100 | -90 | -86 | -92 | -77 | -83 | -69 | -72 |
| M | 1731994251.225 | 67.076 | 15.168 | 51.816 | -85 | -89 | -85 | -84 | -78 | -82 | -83 | -72 |
| N | 1731994677.221 | 9.340 | 73.531 | 51.816 | -100 | -93 | -87 | -76 | -86 | -73 | -84 | -75 |
| O | 1731994183.224 | 63.680 | 7.949 | 51.816 | -100 | -100 | -95 | -93 | -86 | -92 | -97 | -83 |
| P | 1731994653.216 | 51.793 | 22.480 | 51.816 | -89 | -90 | -84 | -75 | -85 | -75 | -74 | -80 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994527.212
- **Target RSSI fingerprint:** [-82, -94, -86, -85, -85, -83, -88, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.6421981529754,
60.0219202041626,
51.816
] | 16 |
1,960 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004681.181 | 38.208 | 11.041 | 60.960 | -75 | -76 | -82 | -85 | -78 | -72 | -84 | -61 |
| B | 1723004692.170 | 95.944 | 12.116 | 60.960 | -73 | -77 | -70 | -70 | -81 | -70 | -66 | -100 |
| C | 1723004395.170 | 76.416 | 6.104 | 60.960 | -85 | -87 | -86 | -90 | -82 | -83 | -78 | -75 |
| D | 1723004782.155 | 106.133 | 92.083 | 60.960 | -87 | -87 | -86 | -84 | -83 | -70 | -87 | -64 |
| E | 1723004982.141 | 7.642 | 87.505 | 60.960 | -76 | -79 | -84 | -81 | -74 | -68 | -75 | -81 |
| F | 1723004821.174 | 99.340 | 8.785 | 60.960 | -87 | -82 | -79 | -83 | -75 | -87 | -70 | -67 |
| G | 1723004474.155 | 98.491 | 12.965 | 60.960 | -74 | -81 | -70 | -70 | -76 | -70 | -67 | -58 |
| H | 1723004647.142 | 7.642 | 85.262 | 60.960 | -83 | -82 | -84 | -79 | -88 | -86 | -86 | -82 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004948.139
- **Target RSSI fingerprint:** [-100, -79, -77, -76, -74, -100, -69, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71747493346874,
45.82261562347412,
60.96
] | 8 |
33,510 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723693467.142 | 160.477 | 12.925 | 60.960 | -84 | -83 | -83 | -83 | -78 | -78 | -79 | -73 |
| B | 1723693663.143 | 173.214 | 26.700 | 60.960 | -83 | -81 | -84 | -78 | -78 | -78 | -82 | -74 |
| C | 1723693438.132 | 219.064 | 101.412 | 60.960 | -79 | -78 | -80 | -85 | -82 | -78 | -82 | -80 |
| D | 1723693670.138 | 149.439 | 3.225 | 60.960 | -83 | -80 | -81 | -76 | -78 | -74 | -80 | -72 |
| E | 1723693577.137 | 167.270 | 102.845 | 60.960 | -78 | -82 | -76 | -84 | -76 | -75 | -73 | -75 |
| F | 1723693236.169 | 217.366 | 105.208 | 60.960 | -82 | -82 | -86 | -83 | -82 | -78 | -84 | -82 |
| G | 1723693373.172 | 185.950 | 118.319 | 60.960 | -73 | -86 | -79 | -84 | -78 | -77 | -80 | -77 |
| H | 1723693693.161 | 77.267 | 33.919 | 60.960 | -100 | -83 | -90 | -81 | -82 | -80 | -71 | -72 |
| I | 1723693696.146 | 63.681 | 40.382 | 60.960 | -100 | -81 | -100 | -79 | -100 | -77 | -71 | -69 |
| J | 1723693137.142 | 202.932 | 55.099 | 60.960 | -72 | -74 | -63 | -73 | -73 | -72 | -64 | -75 |
| K | 1723693596.144 | 118.872 | 58.191 | 60.960 | -85 | -82 | -87 | -80 | -83 | -78 | -88 | -82 |
| L | 1723693190.153 | 119.721 | 62.464 | 60.960 | -85 | -80 | -83 | -81 | -85 | -77 | -68 | -71 |
| M | 1723693340.131 | 213.970 | 66.206 | 60.960 | -78 | -82 | -63 | -79 | -76 | -75 | -67 | -79 |
| N | 1723693326.145 | 187.648 | 44.137 | 60.960 | -82 | -83 | -80 | -84 | -77 | -79 | -79 | -69 |
| O | 1723693096.159 | 123.967 | 61.628 | 60.960 | -76 | -82 | -84 | -80 | -77 | -77 | -69 | -77 |
| P | 1723693101.127 | 139.250 | 76.504 | 60.960 | -82 | -81 | -76 | -78 | -78 | -77 | -66 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693668.154
- **Target RSSI fingerprint:** [-83, -83, -82, -73, -76, -78, -79, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
155.38271699230066,
9.11674976348877,
60.96
] | 16 |
26,764 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1725943201.190 | 3.396 | 31.929 | 60.960 | -78 | -77 | -70 | -72 | -73 | -76 | -74 | -70 |
| B | 1725942985.160 | 44.152 | 11.041 | 60.960 | -77 | -77 | -76 | -73 | -69 | -69 | -73 | -68 |
| C | 1725943107.162 | 5.943 | 17.623 | 60.960 | -82 | -78 | -80 | -82 | -74 | -70 | -75 | -82 |
| D | 1725943105.148 | 0.849 | 18.857 | 60.960 | -74 | -77 | -77 | -74 | -71 | -76 | -71 | -79 |
| E | 1725943090.172 | 9.340 | 61.163 | 60.960 | -78 | -75 | -79 | -79 | -75 | -75 | -75 | -73 |
| F | 1725942956.157 | 70.473 | 69.616 | 60.960 | -80 | -71 | -80 | -83 | -79 | -74 | -74 | -78 |
| G | 1725943243.167 | 87.454 | 58.230 | 60.960 | -78 | -78 | -66 | -74 | -78 | -79 | -77 | -65 |
| H | 1725943239.154 | 73.020 | 69.457 | 60.960 | -80 | -80 | -68 | -76 | -78 | -78 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943484.169
- **Target RSSI fingerprint:** [-74, -74, -72, -74, -71, -69, -76, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
22.075767797013242,
57.03608512878418,
60.96
] | 8 |
12,521 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723006604.147 | 82.359 | 9.422 | 42.672 | -76 | -88 | -79 | -85 | -87 | -82 | -78 | -76 |
| B | 1723006465.146 | 30.566 | 81.692 | 42.672 | -81 | -88 | -72 | -87 | -82 | -73 | -75 | -79 |
| C | 1723006519.160 | 127.359 | 6.410 | 42.672 | -78 | -83 | -85 | -75 | -71 | -88 | -86 | -82 |
| D | 1723006925.169 | 79.812 | 86.576 | 42.672 | -100 | -87 | -80 | -88 | -88 | -76 | -80 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006633.327
- **Target RSSI fingerprint:** [-79, -77, -78, -77, -83, -76, -82, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
146.8877629660839,
38.20541858673096,
42.672000000000004
] | 4 |
4,454 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000144.139 | 76.416 | 95.932 | 42.672 | -82 | -81 | -89 | -82 | -88 | -88 | -68 | -78 |
| B | 1722999598.145 | 61.132 | 11.811 | 42.672 | -84 | -77 | -87 | -78 | -88 | -84 | -70 | -70 |
| C | 1722999878.139 | 41.604 | 48.039 | 42.672 | -85 | -88 | -84 | -81 | -81 | -81 | -88 | -67 |
| D | 1722999558.154 | 22.076 | 86.948 | 42.672 | -91 | -86 | -86 | -88 | -87 | -85 | -87 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999692.184
- **Target RSSI fingerprint:** [-82, -81, -90, -90, -90, -86, -68, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22685376891451,
94.11352157592773,
42.672000000000004
] | 4 |
19,575 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723004946.154 | 84.057 | 46.075 | 60.960 | -78 | -81 | -85 | -80 | -76 | -75 | -80 | -69 |
| B | 1723004683.150 | 48.397 | 11.359 | 60.960 | -100 | -76 | -75 | -81 | -76 | -79 | -72 | -59 |
| C | 1723004776.151 | 76.416 | 91.167 | 60.960 | -84 | -87 | -85 | -85 | -81 | -86 | -70 | -77 |
| D | 1723004375.140 | 134.152 | 11.227 | 60.960 | -75 | -77 | -82 | -71 | -65 | -67 | -71 | -72 |
| E | 1723004777.151 | 81.510 | 91.353 | 60.960 | -82 | -85 | -85 | -84 | -76 | -77 | -69 | -73 |
| F | 1723004494.170 | 127.359 | 44.482 | 60.960 | -79 | -88 | -84 | -84 | -82 | -81 | -77 | -64 |
| G | 1723004517.144 | 42.453 | 44.469 | 60.960 | -75 | -81 | -67 | -74 | -80 | -70 | -83 | -64 |
| H | 1723004406.154 | 69.623 | 59.518 | 60.960 | -80 | -82 | -91 | -88 | -75 | -85 | -76 | -78 |
| I | 1723004599.150 | 121.416 | 11.811 | 60.960 | -81 | -82 | -74 | -69 | -74 | -66 | -85 | -71 |
| J | 1723004385.130 | 100.189 | 9.621 | 60.960 | -81 | -86 | -77 | -76 | -77 | -68 | -86 | -68 |
| K | 1723004665.135 | 11.887 | 38.842 | 60.960 | -78 | -76 | -77 | -77 | -75 | -73 | -69 | -71 |
| L | 1723005015.149 | 123.114 | 82.621 | 60.960 | -100 | -83 | -79 | -84 | -83 | -82 | -70 | -58 |
| M | 1723004785.135 | 121.416 | 92.495 | 60.960 | -100 | -83 | -83 | -84 | -78 | -85 | -68 | -61 |
| N | 1723004512.147 | 67.076 | 45.531 | 60.960 | -79 | -86 | -84 | -73 | -80 | -73 | -84 | -78 |
| O | 1723004536.137 | 2.547 | 77.804 | 60.960 | -77 | -74 | -84 | -87 | -75 | -87 | -77 | -79 |
| P | 1723004930.140 | 128.208 | 42.770 | 60.960 | -79 | -89 | -81 | -83 | -80 | -78 | -76 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004518.130
- **Target RSSI fingerprint:** [-81, -86, -68, -73, -87, -77, -86, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
37.35873746673437,
44.24344062805176,
60.96
] | 16 |
6,475 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722840956.158 | 42.453 | 92.388 | 60.960 | -72 | -82 | -73 | -73 | -80 | -85 | -71 | -77 |
| B | 1722840840.181 | 11.887 | 127.170 | 60.960 | -87 | -81 | -87 | -84 | -78 | -80 | -78 | -83 |
| C | 1722840970.171 | 76.416 | 122.273 | 60.960 | -78 | -84 | -78 | -83 | -78 | -72 | -73 | -72 |
| D | 1722841053.177 | 36.510 | 147.248 | 60.960 | -86 | -89 | -76 | -86 | -86 | -73 | -84 | -75 |
| E | 1722840857.159 | 51.793 | 152.676 | 60.960 | -86 | -77 | -73 | -100 | -76 | -73 | -74 | -69 |
| F | 1722841251.155 | 11.887 | 127.502 | 60.960 | -79 | -76 | -76 | -83 | -72 | -78 | -73 | -77 |
| G | 1722841104.177 | 124.812 | 134.840 | 60.960 | -83 | -84 | -89 | -80 | -83 | -77 | -72 | -76 |
| H | 1722841094.162 | 134.152 | 117.164 | 60.960 | -80 | -82 | -87 | -78 | -74 | -81 | -74 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841382.165
- **Target RSSI fingerprint:** [-76, -83, -82, -84, -77, -75, -72, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
84.05719256911256,
128.97480487823486,
60.96
] | 8 |
32,142 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723691481.132 | 135.854 | 31.252 | 51.816 | -80 | -85 | -78 | -72 | -81 | -74 | -76 | -66 |
| B | 1723691884.141 | 115.476 | 20.476 | 51.816 | -100 | -91 | -80 | -100 | -66 | -75 | -80 | -75 |
| C | 1723691750.144 | 222.461 | 106.203 | 51.816 | -76 | -69 | -82 | -70 | -80 | -73 | -73 | -74 |
| D | 1723691066.105 | 0.000 | 75.429 | 51.816 | -100 | -86 | -100 | -100 | -100 | -100 | -75 | -100 |
| E | 1723691370.136 | 186.799 | 122.884 | 51.816 | -83 | -78 | -86 | -78 | -79 | -81 | -76 | -78 |
| F | 1723691686.142 | 122.268 | 53.227 | 51.816 | -77 | -100 | -81 | -77 | -81 | -69 | -76 | -67 |
| G | 1723691518.128 | 177.459 | 75.853 | 51.816 | -77 | -100 | -74 | -85 | -75 | -80 | -100 | -81 |
| H | 1723691412.148 | 159.628 | 59.637 | 51.816 | -100 | -100 | -75 | -86 | -75 | -79 | -76 | -76 |
| I | 1723691488.160 | 120.570 | 60.433 | 51.816 | -76 | -85 | -81 | -79 | -82 | -71 | -74 | -69 |
| J | 1723691350.155 | 221.611 | 103.283 | 51.816 | -79 | -66 | -78 | -71 | -79 | -73 | -72 | -73 |
| K | 1723691356.144 | 209.724 | 126.161 | 51.816 | -81 | -66 | -78 | -69 | -79 | -74 | -70 | -80 |
| L | 1723691376.140 | 164.723 | 103.469 | 51.816 | -81 | -79 | -84 | -79 | -73 | -79 | -76 | -80 |
| M | 1723691486.155 | 123.967 | 53.546 | 51.816 | -76 | -83 | -79 | -79 | -81 | -71 | -72 | -68 |
| N | 1723691378.141 | 157.081 | 96.847 | 51.816 | -79 | -81 | -86 | -81 | -71 | -81 | -77 | -80 |
| O | 1723691420.144 | 188.497 | 85.275 | 51.816 | -100 | -75 | -75 | -84 | -78 | -81 | -73 | -79 |
| P | 1723691828.157 | 215.668 | 113.488 | 51.816 | -78 | -71 | -77 | -75 | -82 | -77 | -75 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691549.147
- **Target RSSI fingerprint:** [-77, -68, -85, -72, -83, -74, -74, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
224.15868043098325,
99.54110622406006,
51.816
] | 16 |
34,629 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724123272.135 | 105.287 | 53.267 | 60.960 | -100 | -73 | -78 | -82 | -76 | -78 | -81 | -62 |
| B | 1724123346.154 | 102.739 | 69.338 | 60.960 | -100 | -80 | -73 | -82 | -77 | -74 | -76 | -72 |
| C | 1724123069.146 | 36.511 | 7.312 | 60.960 | -74 | -78 | -82 | -78 | -81 | -80 | -80 | -69 |
| D | 1724123246.136 | 39.907 | 7.975 | 60.960 | -74 | -79 | -81 | -81 | -77 | -79 | -78 | -66 |
| E | 1724123159.143 | 88.305 | 88.898 | 60.960 | -84 | -79 | -84 | -86 | -77 | -74 | -70 | -65 |
| F | 1724123513.142 | 90.003 | 88.208 | 60.960 | -84 | -78 | -82 | -83 | -77 | -74 | -76 | -65 |
| G | 1724123218.139 | 21.227 | 47.999 | 60.960 | -72 | -83 | -80 | -80 | -78 | -71 | -77 | -65 |
| H | 1724123132.132 | 12.736 | 34.264 | 60.960 | -75 | -70 | -78 | -67 | -78 | -79 | -79 | -71 |
| I | 1724123295.137 | 37.360 | 28.677 | 60.960 | -74 | -83 | -81 | -80 | -79 | -71 | -81 | -65 |
| J | 1724123426.137 | 50.945 | 12.846 | 60.960 | -76 | -79 | -80 | -78 | -76 | -82 | -81 | -66 |
| K | 1724123187.120 | 83.210 | 25.745 | 60.960 | -100 | -100 | -80 | -82 | -77 | -72 | -78 | -62 |
| L | 1724123214.133 | 39.058 | 56.067 | 60.960 | -75 | -82 | -81 | -81 | -79 | -74 | -79 | -65 |
| M | 1724123147.138 | 38.209 | 61.402 | 60.960 | -78 | -100 | -80 | -73 | -75 | -71 | -76 | -67 |
| N | 1724123601.152 | 22.076 | 21.126 | 60.960 | -82 | -100 | -78 | -74 | -76 | -83 | -78 | -79 |
| O | 1724123518.153 | 91.701 | 86.045 | 60.960 | -100 | -74 | -100 | -100 | -76 | -100 | -72 | -70 |
| P | 1724123392.114 | 38.209 | 55.736 | 60.960 | -76 | -80 | -82 | -83 | -79 | -70 | -77 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123342.122
- **Target RSSI fingerprint:** [-83, -81, -80, -83, -81, -86, -78, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24852811658667,
85.315260887146,
60.96
] | 16 |
16,612 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841437.333 | 62.831 | 54.342 | 60.960 | -80 | -78 | -67 | -78 | -75 | -72 | -73 | -74 |
| B | 1722841223.170 | 70.472 | 61.867 | 60.960 | -89 | -75 | -69 | -80 | -77 | -73 | -75 | -80 |
| C | 1722840822.165 | 49.246 | 82.515 | 60.960 | -75 | -87 | -75 | -80 | -77 | -81 | -78 | -66 |
| D | 1722841139.155 | 31.415 | 141.887 | 60.960 | -81 | -77 | -84 | -80 | -74 | -74 | -73 | -77 |
| E | 1722841260.143 | 45.849 | 156.697 | 60.960 | -84 | -82 | -87 | -85 | -78 | -77 | -75 | -78 |
| F | 1722841339.171 | 52.642 | 159.444 | 60.960 | -81 | -79 | -83 | -83 | -77 | -71 | -73 | -75 |
| G | 1722841444.195 | 37.359 | 32.406 | 60.960 | -84 | -79 | -68 | -81 | -67 | -70 | -71 | -81 |
| H | 1722841026.155 | 61.982 | 70.439 | 60.960 | -77 | -82 | -69 | -72 | -76 | -75 | -75 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841052.183
- **Target RSSI fingerprint:** [-85, -84, -86, -82, -76, -73, -76, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11343949692313,
143.94379138946533,
60.96
] | 8 |
5,453 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723000145.163 | 81.510 | 96.131 | 42.672 | -89 | -86 | -90 | -78 | -89 | -90 | -69 | -75 |
| B | 1723000019.143 | 0.849 | 85.116 | 42.672 | -89 | -87 | -86 | -85 | -85 | -85 | -85 | -81 |
| C | 1722999850.140 | 138.397 | 41.802 | 42.672 | -88 | -80 | -86 | -81 | -84 | -75 | -69 | -82 |
| D | 1722999894.135 | 6.792 | 65.038 | 42.672 | -88 | -91 | -90 | -90 | -95 | -92 | -83 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723000097.140
- **Target RSSI fingerprint:** [-71, -87, -80, -82, -79, -82, -88, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77404045233429,
48.476691246032715,
42.672000000000004
] | 4 |
19,424 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010044.153 | 97.642 | 7.524 | 60.960 | -88 | -78 | -82 | -81 | -73 | -81 | -72 | -73 |
| B | 1723010179.155 | 33.962 | 41.669 | 60.960 | -87 | -70 | -87 | -81 | -81 | -71 | -77 | -67 |
| C | 1723009813.151 | 123.963 | 6.250 | 60.960 | -88 | -100 | -83 | -85 | -71 | -77 | -67 | -69 |
| D | 1723010372.195 | 147.737 | 32.420 | 60.960 | -88 | -82 | -85 | -89 | -87 | -78 | -80 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009622.154
- **Target RSSI fingerprint:** [-97, -100, -91, -97, -92, -100, -95, -90]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
198.680558306335,
2.534642219543457,
60.96
] | 4 |
16,296 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1722841192.160 | 117.171 | 147.102 | 60.960 | -88 | -92 | -88 | -82 | -84 | -85 | -83 | -82 |
| B | 1722841389.159 | 109.529 | 150.884 | 60.960 | -86 | -87 | -87 | -83 | -73 | -81 | -72 | -70 |
| C | 1722841405.153 | 136.699 | 118.412 | 60.960 | -77 | -77 | -90 | -77 | -73 | -73 | -71 | -78 |
| D | 1722840865.175 | 76.416 | 121.238 | 60.960 | -77 | -76 | -76 | -76 | -74 | -76 | -66 | -71 |
| E | 1722841294.164 | 116.322 | 101.585 | 60.960 | -84 | -86 | -82 | -79 | -75 | -74 | -76 | -71 |
| F | 1722840904.144 | 108.680 | 160.386 | 60.960 | -77 | -83 | -88 | -76 | -71 | -79 | -71 | -71 |
| G | 1722840903.176 | 111.227 | 156.153 | 60.960 | -78 | -83 | -88 | -76 | -71 | -77 | -70 | -72 |
| H | 1722841186.192 | 113.774 | 154.056 | 60.960 | -83 | -87 | -85 | -83 | -73 | -84 | -73 | -69 |
| I | 1722840823.178 | 45.849 | 86.125 | 60.960 | -75 | -86 | -75 | -100 | -82 | -76 | -66 | -74 |
| J | 1722840909.163 | 95.944 | 181.857 | 60.960 | -79 | -78 | -88 | -84 | -82 | -77 | -74 | -72 |
| K | 1722840954.173 | 40.755 | 94.299 | 60.960 | -82 | -83 | -73 | -72 | -78 | -82 | -72 | -76 |
| L | 1722841452.153 | 7.642 | 8.294 | 60.960 | -100 | -74 | -67 | -71 | -100 | -71 | -100 | -77 |
| M | 1722841281.176 | 92.548 | 102.288 | 60.960 | -75 | -74 | -75 | -74 | -77 | -74 | -66 | -69 |
| N | 1722841134.187 | 50.095 | 158.342 | 60.960 | -82 | -77 | -76 | -88 | -81 | -73 | -76 | -71 |
| O | 1722841322.187 | 92.548 | 190.788 | 60.960 | -86 | -77 | -88 | -82 | -78 | -79 | -74 | -75 |
| P | 1722840805.154 | 44.151 | 45.663 | 60.960 | -89 | -89 | -82 | -78 | -85 | -77 | -77 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841277.159
- **Target RSSI fingerprint:** [-77, -78, -75, -77, -73, -74, -65, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81187981309678,
118.42485427856445,
60.96
] | 16 |
5,428 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723003366.144 | 60.283 | 10.696 | 51.816 | -100 | -84 | -84 | -84 | -84 | -74 | -69 | -63 |
| B | 1723003147.150 | 55.189 | 10.139 | 51.816 | -82 | -87 | -82 | -84 | -88 | -75 | -71 | -65 |
| C | 1723003071.143 | 81.510 | 7.272 | 51.816 | -78 | -81 | -82 | -70 | -76 | -87 | -87 | -74 |
| D | 1723002942.200 | 123.963 | 12.262 | 51.816 | -82 | -79 | -84 | -76 | -80 | -77 | -72 | -74 |
| E | 1723002987.154 | 15.283 | 43.115 | 51.816 | -88 | -79 | -80 | -86 | -71 | -86 | -84 | -74 |
| F | 1723003148.133 | 59.434 | 10.139 | 51.816 | -84 | -85 | -79 | -82 | -83 | -75 | -70 | -64 |
| G | 1723002835.149 | 132.454 | 13.018 | 51.816 | -66 | -79 | -79 | -100 | -73 | -78 | -73 | -100 |
| H | 1723003487.142 | 95.095 | 45.079 | 51.816 | -80 | -84 | -85 | -75 | -86 | -80 | -70 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002565.155
- **Target RSSI fingerprint:** [-100, -95, -100, -94, -93, -94, -90, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92497731347383,
0.9554672241210938,
51.816
] | 8 |
32,929 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1724128986.148 | 15.284 | 90.849 | 51.816 | -100 | -78 | -100 | -78 | -78 | -74 | -66 | -71 |
| B | 1724128827.142 | 96.796 | 27.178 | 51.816 | -100 | -100 | -62 | -80 | -79 | -82 | -76 | -68 |
| C | 1724128541.149 | 61.983 | 37.860 | 51.816 | -81 | -77 | -81 | -78 | -81 | -81 | -66 | -80 |
| D | 1724128443.143 | 67.927 | 74.752 | 51.816 | -100 | -81 | -78 | -76 | -78 | -74 | -67 | -68 |
| E | 1724128477.138 | 137.552 | 40.820 | 51.816 | -81 | -81 | -77 | -74 | -82 | -83 | -100 | -74 |
| F | 1724128481.136 | 138.401 | 42.372 | 51.816 | -79 | -82 | -66 | -80 | -78 | -79 | -100 | -72 |
| G | 1724128879.129 | 59.436 | 69.271 | 51.816 | -86 | -80 | -76 | -79 | -81 | -82 | -64 | -71 |
| H | 1724128929.145 | 128.212 | 72.761 | 51.816 | -100 | -77 | -64 | -100 | -72 | -71 | -79 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128766.126
- **Target RSSI fingerprint:** [-78, -83, -79, -81, -82, -84, -84, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
100.19214845492255,
23.91322135925293,
51.816
] | 8 |
384 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723010340.164 | 52.642 | 7.524 | 60.960 | -81 | -74 | -79 | -75 | -78 | -71 | -76 | -69 |
| B | 1723010243.155 | 144.341 | 45.053 | 60.960 | -70 | -73 | -76 | -76 | -69 | -72 | -79 | -77 |
| C | 1723009809.161 | 144.341 | 6.290 | 60.960 | -79 | -100 | -72 | -67 | -100 | -83 | -65 | -57 |
| D | 1723009812.173 | 129.057 | 6.197 | 60.960 | -78 | -86 | -76 | -69 | -88 | -83 | -67 | -70 |
| E | 1723009998.171 | 104.435 | 87.399 | 60.960 | -100 | -76 | -87 | -87 | -71 | -84 | -86 | -80 |
| F | 1723010009.156 | 130.756 | 88.474 | 60.960 | -78 | -81 | -80 | -79 | -75 | -85 | -73 | -79 |
| G | 1723009793.141 | 146.039 | 45.889 | 60.960 | -71 | -75 | -78 | -78 | -69 | -77 | -78 | -78 |
| H | 1723010218.137 | 78.963 | 85.846 | 60.960 | -100 | -74 | -82 | -83 | -70 | -78 | -82 | -73 |
| I | 1723010027.172 | 159.624 | 8.612 | 60.960 | -71 | -71 | -69 | -72 | -71 | -77 | -74 | -63 |
| J | 1723010372.195 | 147.737 | 32.420 | 60.960 | -79 | -89 | -85 | -87 | -88 | -78 | -80 | -72 |
| K | 1723010055.148 | 85.755 | 38.166 | 60.960 | -86 | -82 | -79 | -79 | -85 | -69 | -75 | -76 |
| L | 1723009631.172 | 208.869 | 4.286 | 60.960 | -98 | -95 | -85 | -90 | -92 | -100 | -88 | -83 |
| M | 1723009835.140 | 78.114 | 58.602 | 60.960 | -85 | -83 | -85 | -83 | -83 | -69 | -74 | -81 |
| N | 1723010267.160 | 106.133 | 4.990 | 60.960 | -80 | -88 | -75 | -77 | -88 | -83 | -72 | -73 |
| O | 1723009996.138 | 95.095 | 86.616 | 60.960 | -100 | -74 | -100 | -100 | -68 | -78 | -100 | -78 |
| P | 1723009806.149 | 155.378 | 6.609 | 60.960 | -82 | -83 | -79 | -74 | -82 | -78 | -77 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010252.151
- **Target RSSI fingerprint:** [-73, -76, -75, -76, -74, -84, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
158.77463420207113,
6.5821075439453125,
60.96
] | 16 |
41,482 | **[SYSTEM] Role:** You are an expert RF (Radio Frequency) Signal Processing Engineer.
**[SYSTEM] Goal:** Your goal is to perform fingerprint-based localization to estimate the missing pose (X,Y,Z) for the final RSSI fingerprint.
**[CONTEXT]**
We are doing RSSI fingerprint localization.
- **Environment:** Assume a continuous spatial signal field with local shadowing.
- **Task:** Use the *known* (pose, fingerprint) pairs to infer the *unknown* pose for the final fingerprint.
**[DATA INPUT]**
**Known Samples (Format: ID | t | X | Y | Z | AP1, AP2, AP3, AP4, AP5, AP6, AP7, AP8):**
| ID | t (s) | X | Y | Z | AP1 (dBm) | AP2 (dBm) | AP3 (dBm) | AP4 (dBm) | AP5 (dBm) | AP6 (dBm) | AP7 (dBm) | AP8 (dBm) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| A | 1723696771.149 | 81.512 | 46.977 | 42.672 | -77 | -100 | -84 | -80 | -79 | -100 | -77 | -62 |
| B | 1723696680.157 | 81.512 | 23.276 | 42.672 | -81 | -82 | -73 | -81 | -68 | -79 | -67 | -67 |
| C | 1723696386.137 | 78.965 | 18.220 | 42.672 | -80 | -83 | -79 | -82 | -74 | -70 | -72 | -67 |
| D | 1723696595.134 | 76.418 | 46.194 | 42.672 | -79 | -77 | -84 | -81 | -79 | -81 | -79 | -62 |
| E | 1723696540.138 | 30.567 | 25.200 | 42.672 | -70 | -77 | -70 | -68 | -83 | -71 | -76 | -71 |
| F | 1723696270.134 | 11.887 | 57.487 | 42.672 | -100 | -92 | -97 | -97 | -100 | -105 | -102 | -90 |
| G | 1723696560.182 | 73.870 | 19.587 | 42.672 | -78 | -82 | -83 | -82 | -75 | -72 | -70 | -70 |
| H | 1723696420.155 | 82.361 | 48.039 | 42.672 | -74 | -100 | -86 | -77 | -77 | -100 | -73 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696649.145
- **Target RSSI fingerprint:** [-100, -100, -84, -73, -80, -72, -79, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43755840994655,
85.44796466827393,
42.672000000000004
] | 8 |
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