id int64 0 45k | prompt stringlengths 1.45k 2.69k | ground_truth listlengths 3 3 | known_count int64 4 16 |
|---|---|---|---|
5,981 | **[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 | 1723008171.147 | 157.077 | 16.588 | 51.816 | -81 | -74 | -74 | -73 | -83 | -100 | -71 | -100 |
| B | 1723008322.139 | 57.736 | 40.063 | 51.816 | -81 | -72 | -85 | -85 | -74 | -79 | -87 | -80 |
| C | 1723008255.151 | 44.151 | 12.461 | 51.816 | -74 | -69 | -76 | -76 | -76 | -100 | -79 | -62 |
| D | 1723007916.156 | 171.511 | 47.999 | 51.816 | -84 | -83 | -80 | -84 | -81 | -68 | -78 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008545.163
- **Target RSSI fingerprint:** [-84, -78, -85, -85, -80, -81, -100, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83060354989555,
40.63389778137207,
51.816
] | 4 |
22,769 | **[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 | 1725937642.151 | 52.642 | 24.126 | 30.480 | -73 | -86 | -83 | -85 | -74 | -79 | -80 | -72 |
| B | 1725937810.160 | 80.661 | 6.449 | 30.480 | -71 | -82 | -83 | -82 | -100 | -78 | -76 | -69 |
| C | 1725938158.170 | 55.189 | 93.649 | 30.480 | -100 | -81 | -81 | -73 | -70 | -69 | -75 | -71 |
| D | 1725938161.160 | 65.378 | 84.161 | 30.480 | -100 | -75 | -79 | -83 | -63 | -79 | -69 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937625.152
- **Target RSSI fingerprint:** [-70, -71, -75, -82, -66, -78, -61, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103248615305,
75.18996238708496,
30.48
] | 4 |
15,763 | **[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 | 1722841511.186 | 0.849 | 9.847 | 60.960 | -100 | -93 | -76 | -76 | -77 | -100 | -81 | -71 |
| B | 1722841341.167 | 45.000 | 152.808 | 60.960 | -79 | -77 | -82 | -79 | -86 | -73 | -72 | -78 |
| C | 1722841443.171 | 41.604 | 35.472 | 60.960 | -80 | -71 | -82 | -85 | -70 | -77 | -73 | -82 |
| D | 1722841234.163 | 49.246 | 83.006 | 60.960 | -79 | -76 | -83 | -80 | -75 | -77 | -80 | -68 |
| E | 1722840950.171 | 27.170 | 107.928 | 60.960 | -87 | -75 | -81 | -70 | -78 | -74 | -80 | -67 |
| F | 1722841169.174 | 53.491 | 99.820 | 60.960 | -85 | -72 | -84 | -85 | -86 | -72 | -73 | -77 |
| G | 1722840811.157 | 64.529 | 63.207 | 60.960 | -83 | -75 | -100 | -78 | -75 | -75 | -77 | -76 |
| H | 1722841142.161 | 20.378 | 132.067 | 60.960 | -78 | -71 | -74 | -77 | -82 | -74 | -74 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841318.162
- **Target RSSI fingerprint:** [-74, -76, -75, -71, -73, -70, -76, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
101.88750614437886,
173.88176441192627,
60.96
] | 8 |
5,947 | **[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 | 1723004945.145 | 89.152 | 46.393 | 60.960 | -86 | -84 | -80 | -84 | -77 | -87 | -75 | -64 |
| B | 1723004970.146 | 6.792 | 61.880 | 60.960 | -84 | -77 | -91 | -89 | -78 | -80 | -88 | -80 |
| C | 1723004908.153 | 84.057 | 13.151 | 60.960 | -77 | -81 | -81 | -79 | -76 | -72 | -67 | -58 |
| D | 1723004733.154 | 54.340 | 46.380 | 60.960 | -87 | -84 | -77 | -69 | -80 | -87 | -70 | -67 |
| E | 1723004535.383 | 3.396 | 72.748 | 60.960 | -85 | -75 | -87 | -84 | -75 | -77 | -83 | -78 |
| F | 1723004408.150 | 68.774 | 70.187 | 60.960 | -85 | -81 | -86 | -84 | -74 | -74 | -80 | -69 |
| G | 1723004885.144 | 16.981 | 29.819 | 60.960 | -76 | -82 | -83 | -83 | -81 | -71 | -78 | -81 |
| H | 1723004865.144 | 10.189 | 86.642 | 60.960 | -84 | -84 | -83 | -80 | -88 | -88 | -84 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004817.150
- **Target RSSI fingerprint:** [-89, -82, -70, -73, -74, -86, -68, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
121.41589676688669,
9.461779594421387,
60.96
] | 8 |
10,751 | **[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 | 1722840825.175 | 39.057 | 93.569 | 60.960 | -82 | -75 | -80 | -81 | -78 | -82 | -79 | -68 |
| B | 1722841271.163 | 61.982 | 142.205 | 60.960 | -80 | -81 | -77 | -71 | -71 | -73 | -67 | -72 |
| C | 1722841308.154 | 127.359 | 129.001 | 60.960 | -80 | -82 | -76 | -88 | -90 | -77 | -77 | -74 |
| D | 1722841154.183 | 22.925 | 111.949 | 60.960 | -84 | -83 | -76 | -73 | -73 | -83 | -77 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841157.184
- **Target RSSI fingerprint:** [-79, -85, -75, -78, -74, -83, -77, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.11343949692313,
101.26625537872314,
60.96
] | 4 |
43,823 | **[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 | 1723696587.142 | 110.381 | 63.034 | 42.672 | -88 | -89 | -81 | -83 | -81 | -84 | -83 | -84 |
| B | 1723696767.157 | 99.343 | 55.669 | 42.672 | -81 | -87 | -78 | -81 | -79 | -76 | -81 | -73 |
| C | 1723696578.144 | 118.872 | 51.622 | 42.672 | -89 | -87 | -75 | -76 | -80 | -77 | -80 | -82 |
| D | 1723696597.133 | 67.927 | 41.948 | 42.672 | -84 | -85 | -79 | -88 | -79 | -78 | -81 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696909.145
- **Target RSSI fingerprint:** [-75, -79, -100, -77, -70, -78, -75, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.41617610705709,
24.576740264892578,
42.672000000000004
] | 4 |
22,816 | **[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 | 1725942970.176 | 60.284 | 42.717 | 60.960 | -69 | -68 | -78 | -72 | -78 | -78 | -73 | -62 |
| B | 1725943643.167 | 33.114 | 5.202 | 60.960 | -100 | -100 | -82 | -100 | -100 | -82 | -83 | -100 |
| C | 1725943284.181 | 11.887 | 56.691 | 60.960 | -82 | -83 | -73 | -76 | -77 | -73 | -76 | -67 |
| D | 1725942954.167 | 78.114 | 63.485 | 60.960 | -84 | -79 | -72 | -84 | -71 | -77 | -77 | -84 |
| E | 1725943405.158 | 5.094 | 42.983 | 60.960 | -76 | -71 | -75 | -72 | -75 | -71 | -72 | -68 |
| F | 1725943445.153 | 89.152 | 58.894 | 60.960 | -70 | -66 | -79 | -72 | -79 | -74 | -76 | -65 |
| G | 1725942984.169 | 49.246 | 11.253 | 60.960 | -78 | -80 | -75 | -75 | -73 | -75 | -70 | -70 |
| H | 1725943377.154 | 54.340 | 15.168 | 60.960 | -72 | -74 | -80 | -74 | -78 | -76 | -75 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943546.153
- **Target RSSI fingerprint:** [-84, -83, -75, -77, -74, -70, -67, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.944079531569024,
11.863718032836914,
60.96
] | 8 |
25,495 | **[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 | 1725940889.168 | 90.001 | 67.559 | 51.816 | -76 | -77 | -76 | -82 | -79 | -78 | -80 | -63 |
| B | 1725940779.158 | 108.681 | 0.929 | 51.816 | -71 | -77 | -70 | -100 | -66 | -76 | -64 | -65 |
| C | 1725941360.161 | 33.114 | 29.168 | 51.816 | -78 | -79 | -77 | -81 | -76 | -75 | -73 | -72 |
| D | 1725941126.156 | 36.510 | 60.447 | 51.816 | -77 | -75 | -73 | -80 | -73 | -72 | -73 | -69 |
| E | 1725940922.158 | 49.246 | 58.111 | 51.816 | -100 | -77 | -73 | -74 | -67 | -75 | -70 | -67 |
| F | 1725941449.151 | 34.812 | 27.602 | 51.816 | -100 | -100 | -100 | -67 | -100 | -69 | -60 | -100 |
| G | 1725940831.172 | 39.906 | 22.799 | 51.816 | -76 | -83 | -76 | -81 | -75 | -75 | -74 | -73 |
| H | 1725941290.148 | 81.511 | 76.809 | 51.816 | -77 | -79 | -79 | -81 | -79 | -78 | -77 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725940870.157
- **Target RSSI fingerprint:** [-80, -77, -84, -60, -69, -69, -68, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.77390518502333,
128.324556350708,
51.816
] | 8 |
32,731 | **[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 | 1724126745.136 | 39.058 | 38.962 | 42.672 | -87 | -74 | -79 | -78 | -63 | -60 | -50 | -74 |
| B | 1724127059.151 | 137.552 | 43.845 | 42.672 | -100 | -100 | -87 | -77 | -79 | -75 | -80 | -91 |
| C | 1724126783.166 | 140.099 | 52.378 | 42.672 | -81 | -100 | -100 | -86 | -85 | -82 | -80 | -83 |
| D | 1724126675.138 | 95.098 | 29.911 | 42.672 | -100 | -91 | -84 | -87 | -100 | -77 | -68 | -81 |
| E | 1724126985.147 | 91.701 | 17.517 | 42.672 | -93 | -100 | -100 | -91 | -88 | -86 | -84 | -71 |
| F | 1724127026.173 | 68.776 | 78.003 | 42.672 | -80 | -69 | -75 | -78 | -76 | -81 | -81 | -62 |
| G | 1724127103.145 | 31.416 | 55.470 | 42.672 | -82 | -74 | -69 | -81 | -85 | -83 | -80 | -62 |
| H | 1724127071.148 | 128.212 | 68.077 | 42.672 | -67 | -100 | -100 | -70 | -78 | -81 | -77 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127001.174
- **Target RSSI fingerprint:** [-75, -100, -76, -87, -74, -100, -60, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.24698844197094,
12.673211097717285,
42.672000000000004
] | 8 |
36,453 | **[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 | 1723696746.156 | 119.721 | 41.032 | 42.672 | -82 | -67 | -79 | -78 | -72 | -70 | -79 | -86 |
| B | 1723696412.156 | 112.079 | 62.291 | 42.672 | -78 | -70 | -75 | -77 | -67 | -69 | -70 | -100 |
| C | 1723696859.146 | 73.870 | 38.179 | 42.672 | -84 | -76 | -75 | -78 | -71 | -73 | -67 | -69 |
| D | 1723696270.134 | 11.887 | 57.487 | 42.672 | -97 | -105 | -100 | -100 | -100 | -105 | -102 | -90 |
| E | 1723696424.188 | 65.380 | 39.931 | 42.672 | -79 | -84 | -77 | -78 | -78 | -80 | -75 | -64 |
| F | 1723696423.133 | 69.625 | 42.133 | 42.672 | -80 | -84 | -78 | -78 | -77 | -81 | -75 | -63 |
| G | 1723696774.142 | 68.776 | 41.271 | 42.672 | -82 | -100 | -77 | -77 | -81 | -100 | -77 | -64 |
| H | 1723696426.135 | 56.040 | 35.631 | 42.672 | -76 | -82 | -77 | -74 | -78 | -80 | -73 | -63 |
| I | 1723696780.150 | 40.756 | 28.677 | 42.672 | -81 | -81 | -77 | -78 | -81 | -80 | -76 | -63 |
| J | 1723696686.137 | 68.776 | 49.127 | 42.672 | -82 | -80 | -79 | -80 | -72 | -71 | -70 | -71 |
| K | 1723696671.163 | 97.645 | 25.983 | 42.672 | -80 | -80 | -75 | -76 | -80 | -83 | -74 | -61 |
| L | 1723696829.153 | 112.928 | 66.936 | 42.672 | -72 | -70 | -78 | -73 | -77 | -70 | -79 | -100 |
| M | 1723696540.138 | 30.567 | 25.200 | 42.672 | -68 | -77 | -73 | -70 | -83 | -71 | -76 | -71 |
| N | 1723696691.147 | 60.285 | 66.286 | 42.672 | -79 | -77 | -79 | -79 | -73 | -69 | -71 | -67 |
| O | 1723696745.155 | 116.325 | 39.148 | 42.672 | -85 | -66 | -74 | -78 | -74 | -70 | -82 | -87 |
| P | 1723696457.146 | 54.341 | 66.312 | 42.672 | -84 | -82 | -73 | -100 | -72 | -72 | -70 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696719.138
- **Target RSSI fingerprint:** [-100, -72, -100, -69, -81, -72, -100, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.510691151444725,
13.615407943725586,
42.672000000000004
] | 16 |
12,528 | **[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 | 1722833425.152 | 54.340 | 19.640 | 60.960 | -89 | -83 | -89 | -78 | -94 | -81 | -80 | -78 |
| B | 1722833645.173 | 15.283 | 69.789 | 60.960 | -79 | -87 | -83 | -100 | -81 | -86 | -83 | -75 |
| C | 1722833566.156 | 60.283 | 55.245 | 60.960 | -86 | -95 | -90 | -91 | -79 | -87 | -77 | -77 |
| D | 1722833895.164 | 114.623 | 78.945 | 60.960 | -87 | -89 | -84 | -85 | -94 | -71 | -77 | -81 |
| E | 1722833578.175 | 101.888 | 91.552 | 60.960 | -84 | -81 | -78 | -80 | -79 | -80 | -73 | -79 |
| F | 1722833445.158 | 5.094 | 63.366 | 60.960 | -88 | -96 | -75 | -88 | -80 | -88 | -91 | -77 |
| G | 1722833529.152 | 36.510 | 90.331 | 60.960 | -91 | -84 | -78 | -78 | -83 | -82 | -83 | -77 |
| H | 1722833695.147 | 125.661 | 66.538 | 60.960 | -84 | -82 | -82 | -83 | -91 | -69 | -80 | -82 |
| I | 1722833118.146 | 66.227 | 6.927 | 60.960 | -95 | -102 | -83 | -89 | -100 | -84 | -102 | -102 |
| J | 1722833551.156 | 25.472 | 42.306 | 60.960 | -88 | -86 | -74 | -85 | -79 | -82 | -75 | -76 |
| K | 1722833548.172 | 11.887 | 51.396 | 60.960 | -89 | -85 | -88 | -87 | -76 | -86 | -75 | -77 |
| L | 1722833661.175 | 53.491 | 78.906 | 60.960 | -85 | -82 | -91 | -88 | -72 | -85 | -76 | -82 |
| M | 1722833635.165 | 2.547 | 54.886 | 60.960 | -89 | -85 | -72 | -75 | -83 | -78 | -80 | -77 |
| N | 1722833940.180 | 4.245 | 56.386 | 60.960 | -90 | -85 | -83 | -87 | -80 | -87 | -80 | -91 |
| O | 1722833606.150 | 97.642 | 31.716 | 60.960 | -100 | -81 | -100 | -71 | -80 | -80 | -78 | -82 |
| P | 1722833838.131 | 3.396 | 58.695 | 60.960 | -93 | -97 | -78 | -86 | -82 | -84 | -92 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833604.184
- **Target RSSI fingerprint:** [-100, -80, -100, -70, -78, -81, -80, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
105.28375695547018,
38.56371879577637,
60.96
] | 16 |
35,987 | **[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 | 1724128650.150 | 95.947 | 23.781 | 51.816 | -83 | -100 | -69 | -68 | -82 | -77 | -100 | -69 |
| B | 1724128955.117 | 73.870 | 11.081 | 51.816 | -87 | -81 | -84 | -79 | -84 | -79 | -64 | -71 |
| C | 1724128598.130 | 54.342 | 1.924 | 51.816 | -86 | -82 | -76 | -77 | -78 | -80 | -77 | -77 |
| D | 1724128606.133 | 38.209 | 35.153 | 51.816 | -79 | -78 | -73 | -66 | -79 | -77 | -66 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128924.128
- **Target RSSI fingerprint:** [-90, -80, -79, -80, -80, -80, -83, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
124.81564256672554,
72.42972373962402,
51.816
] | 4 |
14,028 | **[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 | 1722833794.156 | 130.756 | 62.344 | 60.960 | -89 | -83 | -81 | -72 | -89 | -82 | -81 | -83 |
| B | 1722833892.154 | 124.812 | 68.807 | 60.960 | -88 | -83 | -83 | -81 | -91 | -72 | -80 | -85 |
| C | 1722833522.141 | 64.529 | 113.714 | 60.960 | -82 | -81 | -90 | -84 | -80 | -85 | -83 | -80 |
| D | 1722833547.144 | 8.491 | 54.382 | 60.960 | -90 | -82 | -88 | -84 | -78 | -85 | -74 | -77 |
| E | 1722833628.465 | 28.868 | 33.800 | 60.960 | -87 | -96 | -83 | -84 | -87 | -75 | -77 | -74 |
| F | 1722833869.153 | 94.246 | 41.483 | 60.960 | -89 | -86 | -85 | -89 | -75 | -85 | -84 | -82 |
| G | 1722833848.148 | 37.359 | 90.517 | 60.960 | -93 | -84 | -87 | -85 | -82 | -80 | -85 | -81 |
| H | 1722833834.149 | 2.547 | 57.567 | 60.960 | -90 | -85 | -82 | -78 | -85 | -84 | -79 | -85 |
| I | 1722833431.151 | 30.566 | 37.422 | 60.960 | -81 | -93 | -81 | -84 | -87 | -77 | -76 | -74 |
| J | 1722833449.151 | 20.378 | 76.835 | 60.960 | -79 | -86 | -100 | -76 | -81 | -84 | -84 | -75 |
| K | 1722833622.144 | 54.340 | 13.350 | 60.960 | -100 | -85 | -79 | -85 | -86 | -74 | -83 | -76 |
| L | 1722833773.139 | 97.642 | 87.890 | 60.960 | -90 | -85 | -85 | -81 | -80 | -84 | -76 | -79 |
| M | 1722833507.155 | 95.095 | 97.152 | 60.960 | -86 | -81 | -86 | -89 | -90 | -78 | -75 | -82 |
| N | 1722833568.140 | 67.925 | 61.933 | 60.960 | -91 | -91 | -80 | -88 | -78 | -86 | -77 | -78 |
| O | 1722833919.156 | 51.793 | 101.147 | 60.960 | -84 | -83 | -80 | -81 | -87 | -86 | -83 | -81 |
| P | 1722833954.172 | 39.906 | 35.604 | 60.960 | -90 | -96 | -89 | -89 | -84 | -86 | -86 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833719.176
- **Target RSSI fingerprint:** [-78, -81, -100, -100, -85, -100, -83, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22687937521512,
115.39920806884766,
60.96
] | 16 |
6,393 | **[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 | 1723004932.160 | 127.359 | 47.468 | 60.960 | -78 | -82 | -75 | -79 | -77 | -78 | -73 | -65 |
| B | 1723004839.142 | 72.170 | 48.371 | 60.960 | -87 | -84 | -82 | -86 | -78 | -84 | -75 | -77 |
| C | 1723004743.148 | 12.736 | 45.106 | 60.960 | -87 | -74 | -83 | -70 | -89 | -73 | -90 | -70 |
| D | 1723005129.152 | 67.925 | 0.756 | 60.960 | -94 | -101 | -94 | -98 | -100 | -92 | -85 | -81 |
| E | 1723004727.151 | 84.906 | 48.317 | 60.960 | -77 | -82 | -82 | -82 | -75 | -73 | -81 | -64 |
| F | 1723004364.201 | 129.057 | 57.222 | 60.960 | -81 | -90 | -84 | -87 | -68 | -87 | -77 | -65 |
| G | 1723004330.148 | 76.416 | 4.313 | 60.960 | -84 | -79 | -86 | -73 | -78 | -82 | -73 | -80 |
| H | 1723004734.175 | 49.246 | 46.194 | 60.960 | -83 | -69 | -78 | -77 | -82 | -69 | -85 | -67 |
| I | 1723004798.156 | 129.057 | 63.870 | 60.960 | -79 | -77 | -80 | -83 | -66 | -84 | -71 | -58 |
| J | 1723004605.145 | 84.906 | 8.971 | 60.960 | -82 | -78 | -77 | -80 | -77 | -68 | -88 | -66 |
| K | 1723004560.152 | 88.302 | 94.167 | 60.960 | -81 | -86 | -82 | -84 | -78 | -86 | -70 | -75 |
| L | 1723004413.138 | 67.076 | 88.898 | 60.960 | -84 | -78 | -82 | -76 | -87 | -74 | -76 | -70 |
| M | 1723004861.141 | 30.566 | 87.837 | 60.960 | -85 | -79 | -78 | -83 | -86 | -82 | -86 | -72 |
| N | 1723004677.132 | 22.076 | 9.794 | 60.960 | -100 | -86 | -88 | -86 | -83 | -83 | -77 | -60 |
| O | 1723005020.154 | 110.378 | 59.982 | 60.960 | -77 | -88 | -87 | -85 | -81 | -87 | -71 | -66 |
| P | 1723004950.164 | 64.529 | 45.358 | 60.960 | -85 | -84 | -76 | -72 | -81 | -75 | -88 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004556.136
- **Target RSSI fingerprint:** [-81, -84, -84, -83, -77, -84, -69, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07591499709125,
92.73340225219727,
60.96
] | 16 |
33,676 | **[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 | 1724123250.146 | 56.040 | 16.177 | 60.960 | -75 | -77 | -81 | -76 | -82 | -77 | -75 | -66 |
| B | 1724123050.127 | 6.793 | 57.607 | 60.960 | -80 | -77 | -100 | -75 | -63 | -75 | -72 | -75 |
| C | 1724123501.131 | 42.454 | 62.012 | 60.960 | -91 | -78 | -82 | -74 | -81 | -73 | -78 | -66 |
| D | 1724123469.151 | 53.492 | 35.658 | 60.960 | -78 | -77 | -81 | -78 | -83 | -66 | -78 | -63 |
| E | 1724123518.153 | 91.701 | 86.045 | 60.960 | -78 | -100 | -100 | -76 | -100 | -100 | -72 | -70 |
| F | 1724123547.127 | 73.021 | 22.294 | 60.960 | -77 | -76 | -73 | -100 | -76 | -65 | -79 | -62 |
| G | 1724123321.131 | 26.322 | 52.431 | 60.960 | -88 | -74 | -81 | -78 | -77 | -76 | -79 | -68 |
| H | 1724123558.140 | 51.794 | 64.905 | 60.960 | -84 | -75 | -80 | -100 | -79 | -81 | -78 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123145.126
- **Target RSSI fingerprint:** [-91, -76, -81, -78, -73, -72, -79, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.868918522197717,
56.77067756652832,
60.96
] | 8 |
20,969 | **[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 | 1722838854.178 | 16.132 | 127.263 | 51.816 | -87 | -74 | -76 | -69 | -72 | -79 | -73 | -71 |
| B | 1722838903.179 | 123.114 | 143.333 | 51.816 | -72 | -80 | -75 | -87 | -72 | -70 | -78 | -70 |
| C | 1722839059.171 | 17.830 | 127.940 | 51.816 | -85 | -79 | -78 | -72 | -75 | -86 | -75 | -74 |
| D | 1722838908.161 | 135.850 | 122.406 | 51.816 | -82 | -80 | -84 | -92 | -78 | -73 | -84 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839157.175
- **Target RSSI fingerprint:** [-85, -84, -82, -76, -81, -89, -81, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.52843877849432,
113.52808475494385,
51.816
] | 4 |
10,734 | **[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 | 1731999800.234 | 56.887 | 160.120 | 42.672 | -89 | -88 | -89 | -90 | -78 | -86 | -81 | -91 |
| B | 1732000009.211 | 78.114 | 144.886 | 42.672 | -91 | -88 | -81 | -85 | -77 | -84 | -77 | -82 |
| C | 1732000078.213 | 61.982 | 160.970 | 42.672 | -81 | -84 | -71 | -84 | -80 | -74 | -78 | -64 |
| D | 1732000153.215 | 122.265 | 102.381 | 42.672 | -84 | -86 | -74 | -74 | -80 | -76 | -74 | -63 |
| E | 1731999440.224 | 3.396 | 12.182 | 42.672 | -96 | -82 | -100 | -91 | -94 | -75 | -96 | -75 |
| F | 1732000276.227 | 6.793 | 0.265 | 42.672 | -94 | -85 | -87 | -91 | -91 | -91 | -94 | -83 |
| G | 1731999764.216 | 67.076 | 83.285 | 42.672 | -80 | -82 | -83 | -86 | -86 | -83 | -71 | -73 |
| H | 1731999758.214 | 79.812 | 69.152 | 42.672 | -85 | -79 | -89 | -79 | -77 | -87 | -72 | -87 |
| I | 1731999675.217 | 29.717 | 140.016 | 42.672 | -93 | -88 | -77 | -74 | -88 | -85 | -86 | -87 |
| J | 1731999730.237 | 136.699 | 120.336 | 42.672 | -88 | -100 | -100 | -87 | -85 | -74 | -84 | -60 |
| K | 1731999550.241 | 73.019 | 75.508 | 42.672 | -88 | -81 | -100 | -89 | -78 | -76 | -78 | -86 |
| L | 1732000168.238 | 82.359 | 69.975 | 42.672 | -85 | -79 | -84 | -68 | -76 | -87 | -72 | -82 |
| M | 1731999595.216 | 31.415 | 147.354 | 42.672 | -90 | -88 | -87 | -91 | -90 | -90 | -91 | -89 |
| N | 1732000146.243 | 147.737 | 124.569 | 42.672 | -90 | -85 | -80 | -86 | -83 | -81 | -88 | -68 |
| O | 1731999911.238 | 87.453 | 130.634 | 42.672 | -90 | -89 | -82 | -91 | -82 | -78 | -78 | -83 |
| P | 1731999926.215 | 124.812 | 160.917 | 42.672 | -94 | -100 | -88 | -88 | -92 | -83 | -88 | -88 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000198.230
- **Target RSSI fingerprint:** [-81, -79, -81, -79, -76, -80, -73, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
8.49062586944809,
7.909145355224609,
42.672000000000004
] | 16 |
40,163 | **[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 | 1723693655.177 | 202.932 | 55.590 | 60.960 | -80 | -75 | -76 | -82 | -78 | -73 | -82 | -78 |
| B | 1723693211.171 | 142.646 | 43.169 | 60.960 | -73 | -75 | -70 | -77 | -73 | -77 | -75 | -61 |
| C | 1723693168.151 | 202.932 | 131.470 | 60.960 | -83 | -85 | -79 | -81 | -82 | -84 | -82 | -83 |
| D | 1723693306.142 | 157.081 | 94.843 | 60.960 | -79 | -78 | -72 | -75 | -78 | -74 | -81 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693443.163
- **Target RSSI fingerprint:** [-83, -100, -84, -72, -78, -100, -72, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
228.4041031198299,
82.83370018005371,
60.96
] | 4 |
42,152 | **[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 | 1723698230.137 | 101.041 | 32.658 | 51.816 | -81 | -82 | -78 | -71 | -73 | -72 | -73 | -68 |
| B | 1723697770.107 | 0.000 | 60.009 | 51.816 | -96 | -100 | -100 | -100 | -100 | -100 | -81 | -79 |
| C | 1723698479.159 | 11.038 | 61.442 | 51.816 | -71 | -70 | -100 | -79 | -100 | -78 | -67 | -71 |
| D | 1723697791.149 | 0.849 | 59.703 | 51.816 | -91 | -100 | -100 | -100 | -97 | -100 | -91 | -87 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698118.150
- **Target RSSI fingerprint:** [-73, -81, -72, -74, -73, -77, -79, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.68143831928927,
13.5888671875,
51.816
] | 4 |
1,354 | **[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 | 1723010156.163 | 142.642 | 43.407 | 60.960 | -81 | -89 | -84 | -83 | -80 | -85 | -83 | -81 |
| B | 1723010030.144 | 159.624 | 8.307 | 60.960 | -75 | -83 | -83 | -100 | -79 | -81 | -80 | -64 |
| C | 1723010462.191 | 142.642 | 76.225 | 60.960 | -86 | -78 | -70 | -83 | -85 | -82 | -78 | -77 |
| D | 1723010244.155 | 146.039 | 40.156 | 60.960 | -75 | -74 | -69 | -67 | -75 | -77 | -73 | -79 |
| E | 1723010243.155 | 144.341 | 45.053 | 60.960 | -76 | -73 | -69 | -69 | -76 | -79 | -72 | -77 |
| F | 1723009949.140 | 58.585 | 44.071 | 60.960 | -82 | -83 | -88 | -78 | -81 | -70 | -75 | -69 |
| G | 1723010339.155 | 48.397 | 7.020 | 60.960 | -86 | -79 | -83 | -73 | -82 | -81 | -69 | -72 |
| H | 1723010324.136 | 22.076 | 46.367 | 60.960 | -84 | -75 | -76 | -64 | -66 | -63 | -72 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010278.158
- **Target RSSI fingerprint:** [-84, -84, -90, -81, -85, -80, -70, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
93.39684364827714,
19.53399658203125,
60.96
] | 8 |
19,414 | **[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 | 1722839006.199 | 126.510 | 110.715 | 51.816 | -84 | -78 | -84 | -85 | -78 | -77 | -78 | -69 |
| B | 1722839147.149 | 56.038 | 75.920 | 51.816 | -80 | -74 | -75 | -91 | -70 | -76 | -70 | -87 |
| C | 1722839444.153 | 0.849 | 0.730 | 51.816 | -82 | -85 | -78 | -94 | -69 | -85 | -81 | -100 |
| D | 1722839336.179 | 93.397 | 81.626 | 51.816 | -78 | -82 | -71 | -92 | -80 | -84 | -80 | -89 |
| E | 1722838866.147 | 34.812 | 103.708 | 51.816 | -82 | -73 | -74 | -72 | -84 | -84 | -67 | -75 |
| F | 1722838783.184 | 87.453 | 111.723 | 51.816 | -81 | -75 | -82 | -70 | -84 | -71 | -67 | -64 |
| G | 1722839183.179 | 55.189 | 153.658 | 51.816 | -77 | -75 | -84 | -68 | -77 | -71 | -72 | -64 |
| H | 1722838838.155 | 73.019 | 176.496 | 51.816 | -75 | -86 | -86 | -85 | -81 | -81 | -75 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839362.167
- **Target RSSI fingerprint:** [-82, -93, -71, -85, -77, -72, -89, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.773751556427868,
23.130269050598145,
51.816
] | 8 |
3,973 | **[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 | 1723003367.140 | 65.378 | 10.709 | 51.816 | -75 | -80 | -86 | -78 | -80 | -80 | -71 | -69 |
| B | 1723003072.155 | 79.812 | 6.940 | 51.816 | -89 | -80 | -73 | -73 | -83 | -80 | -85 | -68 |
| C | 1723002916.249 | 25.472 | 11.187 | 51.816 | -73 | -100 | -72 | -85 | -74 | -76 | -72 | -80 |
| D | 1723002998.146 | 5.094 | 67.440 | 51.816 | -86 | -87 | -81 | -89 | -90 | -88 | -80 | -78 |
| E | 1723003326.151 | 28.019 | 86.722 | 51.816 | -88 | -84 | -77 | -80 | -86 | -86 | -93 | -72 |
| F | 1723003484.140 | 102.737 | 58.005 | 51.816 | -82 | -77 | -100 | -87 | -86 | -87 | -70 | -59 |
| G | 1723003228.182 | 11.887 | 88.633 | 51.816 | -79 | -84 | -84 | -91 | -88 | -88 | -69 | -79 |
| H | 1723002930.137 | 64.529 | 11.240 | 51.816 | -74 | -81 | -85 | -81 | -83 | -85 | -69 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003190.127
- **Target RSSI fingerprint:** [-89, -79, -77, -81, -82, -85, -85, -63]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
91.69871937318966,
47.003679275512695,
51.816
] | 8 |
2,292 | **[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 | 1723004709.137 | 127.359 | 33.640 | 60.960 | -86 | -74 | -80 | -79 | -75 | -73 | -76 | -70 |
| B | 1723004875.148 | 4.245 | 79.145 | 60.960 | -73 | -73 | -81 | -81 | -77 | -82 | -72 | -75 |
| C | 1723004949.141 | 69.623 | 45.730 | 60.960 | -77 | -86 | -79 | -77 | -80 | -75 | -86 | -77 |
| D | 1723004600.156 | 115.472 | 11.399 | 60.960 | -80 | -79 | -77 | -73 | -73 | -68 | -84 | -67 |
| E | 1723004794.165 | 127.359 | 85.037 | 60.960 | -100 | -89 | -100 | -89 | -69 | -89 | -74 | -65 |
| F | 1723004400.141 | 73.868 | 27.072 | 60.960 | -84 | -87 | -79 | -80 | -79 | -77 | -77 | -67 |
| G | 1723004995.161 | 75.567 | 91.473 | 60.960 | -84 | -85 | -83 | -84 | -80 | -84 | -70 | -79 |
| H | 1723004460.128 | 25.472 | 12.023 | 60.960 | -100 | -83 | -71 | -84 | -76 | -82 | -73 | -60 |
| I | 1723004426.133 | 24.623 | 87.425 | 60.960 | -75 | -79 | -74 | -84 | -86 | -83 | -84 | -71 |
| J | 1723004555.167 | 61.132 | 92.455 | 60.960 | -85 | -87 | -80 | -86 | -80 | -85 | -70 | -81 |
| K | 1723004704.146 | 129.057 | 14.903 | 60.960 | -77 | -83 | -83 | -82 | -74 | -71 | -79 | -78 |
| L | 1723004524.149 | 11.038 | 43.288 | 60.960 | -71 | -72 | -74 | -68 | -87 | -72 | -87 | -65 |
| M | 1723004721.153 | 115.472 | 49.844 | 60.960 | -80 | -73 | -69 | -74 | -76 | -72 | -81 | -61 |
| N | 1723004543.136 | 1.698 | 86.735 | 60.960 | -79 | -81 | -81 | -81 | -81 | -78 | -78 | -83 |
| O | 1723004562.147 | 98.491 | 94.352 | 60.960 | -86 | -87 | -100 | -87 | -83 | -85 | -69 | -63 |
| P | 1723004522.132 | 16.981 | 43.951 | 60.960 | -74 | -74 | -78 | -71 | -88 | -78 | -90 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004885.144
- **Target RSSI fingerprint:** [-72, -83, -83, -83, -81, -78, -71, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.981244303061075,
29.8185396194458,
60.96
] | 16 |
2,408 | **[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 | 1723003409.146 | 87.453 | 46.685 | 51.816 | -84 | -83 | -74 | -77 | -74 | -80 | -86 | -63 |
| B | 1723002915.172 | 24.623 | 14.106 | 51.816 | -84 | -85 | -73 | -79 | -84 | -100 | -71 | -83 |
| C | 1723003204.159 | 25.472 | 44.124 | 51.816 | -74 | -77 | -75 | -75 | -82 | -88 | -84 | -63 |
| D | 1723002936.138 | 94.246 | 11.452 | 51.816 | -78 | -80 | -85 | -78 | -74 | -79 | -70 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723002833.142
- **Target RSSI fingerprint:** [-82, -82, -72, -74, -84, -69, -75, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
131.60464354485555,
21.378579139709473,
51.816
] | 4 |
44,982 | **[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 | 1724123471.134 | 45.002 | 31.238 | 60.960 | -100 | -81 | -81 | -78 | -79 | -81 | -67 | -65 |
| B | 1724122986.132 | 5.095 | 56.147 | 60.960 | -100 | -100 | -100 | -100 | -92 | -90 | -100 | -70 |
| C | 1724123429.128 | 63.681 | 19.043 | 60.960 | -80 | -79 | -82 | -77 | -82 | -78 | -71 | -67 |
| D | 1724123235.139 | 26.322 | 10.298 | 60.960 | -84 | -76 | -73 | -75 | -77 | -65 | -82 | -79 |
| E | 1724123086.121 | 106.985 | 42.598 | 60.960 | -85 | -78 | -78 | -75 | -74 | -76 | -69 | -66 |
| F | 1724123458.137 | 99.343 | 59.876 | 60.960 | -82 | -79 | -84 | -77 | -82 | -83 | -75 | -62 |
| G | 1724123345.123 | 100.192 | 73.823 | 60.960 | -81 | -75 | -79 | -78 | -76 | -81 | -76 | -71 |
| H | 1724123237.138 | 29.718 | 2.614 | 60.960 | -80 | -81 | -77 | -75 | -79 | -72 | -79 | -79 |
| I | 1724123428.135 | 59.436 | 16.893 | 60.960 | -78 | -83 | -81 | -78 | -85 | -76 | -73 | -67 |
| J | 1724123579.143 | 10.189 | 46.340 | 60.960 | -77 | -79 | -76 | -100 | -75 | -77 | -85 | -80 |
| K | 1724123280.165 | 98.494 | 60.234 | 60.960 | -79 | -81 | -84 | -76 | -84 | -82 | -77 | -66 |
| L | 1724123375.139 | 66.229 | 26.607 | 60.960 | -73 | -82 | -80 | -78 | -80 | -73 | -73 | -65 |
| M | 1724123560.134 | 50.945 | 67.599 | 60.960 | -73 | -80 | -73 | -100 | -79 | -80 | -78 | -63 |
| N | 1724123205.138 | 49.247 | 58.974 | 60.960 | -75 | -83 | -81 | -72 | -75 | -75 | -79 | -63 |
| O | 1724123351.138 | 114.627 | 47.521 | 60.960 | -100 | -83 | -85 | -78 | -75 | -84 | -74 | -73 |
| P | 1724123381.127 | 53.492 | 52.405 | 60.960 | -75 | -82 | -82 | -78 | -77 | -81 | -77 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724123155.146
- **Target RSSI fingerprint:** [-83, -83, -82, -75, -77, -85, -77, -68]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.87046798327063,
80.41849136352539,
60.96
] | 16 |
21,972 | **[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 | 1725939787.134 | 105.284 | 37.330 | 42.672 | -77 | -77 | -84 | -75 | -79 | -78 | -76 | -60 |
| B | 1725939436.171 | 33.114 | 19.335 | 42.672 | -78 | -78 | -77 | -77 | -75 | -77 | -74 | -78 |
| C | 1725939347.173 | 22.076 | 119.619 | 42.672 | -80 | -75 | -79 | -82 | -77 | -80 | -74 | -80 |
| D | 1725939874.150 | 94.247 | 9.210 | 42.672 | -73 | -77 | -66 | -86 | -71 | -76 | -75 | -83 |
| E | 1725939407.173 | 14.434 | 65.848 | 42.672 | -74 | -77 | -80 | -78 | -74 | -74 | -75 | -68 |
| F | 1725939795.146 | 103.586 | 26.129 | 42.672 | -78 | -75 | -81 | -77 | -80 | -82 | -75 | -75 |
| G | 1725939399.155 | 50.944 | 48.968 | 42.672 | -100 | -100 | -71 | -72 | -100 | -72 | -100 | -63 |
| H | 1725939519.151 | 0.849 | 21.126 | 42.672 | -66 | -74 | -74 | -73 | -65 | -69 | -68 | -76 |
| I | 1725939883.156 | 59.435 | 12.076 | 42.672 | -100 | -72 | -64 | -77 | -62 | -78 | -67 | -77 |
| J | 1725939784.138 | 98.492 | 47.017 | 42.672 | -77 | -72 | -84 | -82 | -77 | -77 | -77 | -71 |
| K | 1725939840.130 | 10.189 | 25.519 | 42.672 | -77 | -78 | -77 | -77 | -73 | -74 | -73 | -83 |
| L | 1725939341.160 | 20.378 | 116.846 | 42.672 | -79 | -100 | -80 | -75 | -74 | -70 | -77 | -69 |
| M | 1725939960.146 | 39.906 | 11.572 | 42.672 | -84 | -90 | -100 | -100 | -100 | -100 | -84 | -100 |
| N | 1725939598.156 | 64.529 | 41.987 | 42.672 | -77 | -77 | -80 | -76 | -74 | -73 | -77 | -63 |
| O | 1725939669.152 | 104.435 | 33.375 | 42.672 | -77 | -76 | -81 | -75 | -78 | -68 | -73 | -61 |
| P | 1725939394.147 | 73.020 | 38.325 | 42.672 | -78 | -77 | -80 | -77 | -76 | -74 | -76 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939774.134
- **Target RSSI fingerprint:** [-79, -78, -83, -81, -79, -79, -79, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
61.9819655199335,
84.05457496643066,
42.672000000000004
] | 16 |
39,947 | **[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 | 1723698456.149 | 32.265 | 14.438 | 51.816 | -78 | -78 | -78 | -77 | -79 | -79 | -77 | -78 |
| B | 1723698437.154 | 37.360 | 58.257 | 51.816 | -100 | -100 | -82 | -100 | -100 | -74 | -73 | -65 |
| C | 1723698234.150 | 84.059 | 23.913 | 51.816 | -73 | -79 | -79 | -72 | -78 | -68 | -73 | -63 |
| D | 1723698060.130 | 80.663 | 23.104 | 51.816 | -72 | -75 | -79 | -74 | -76 | -74 | -74 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698002.152
- **Target RSSI fingerprint:** [-77, -77, -75, -65, -76, -100, -74, -64]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528974417915375,
46.20745658874512,
51.816
] | 4 |
31,877 | **[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 | 1723696481.172 | 120.570 | 57.872 | 42.672 | -80 | -77 | -74 | -78 | -84 | -83 | -100 | -77 |
| B | 1723696848.160 | 90.003 | 23.847 | 42.672 | -100 | -77 | -84 | -84 | -78 | -83 | -70 | -85 |
| C | 1723696707.149 | 19.529 | 47.654 | 42.672 | -77 | -74 | -84 | -79 | -71 | -100 | -62 | -77 |
| D | 1723696906.160 | 37.360 | 9.674 | 42.672 | -100 | -68 | -70 | -100 | -100 | -75 | -71 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696793.165
- **Target RSSI fingerprint:** [-70, -100, -76, -70, -67, -74, -63, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
20.378060177550545,
44.97331142425537,
42.672000000000004
] | 4 |
21,115 | **[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 | 1731999546.245 | 60.283 | 66.232 | 42.672 | -84 | -84 | -81 | -79 | -79 | -87 | -87 | -80 |
| B | 1731999630.229 | 95.944 | 105.685 | 42.672 | -81 | -85 | -77 | -86 | -88 | -80 | -89 | -85 |
| C | 1732000180.249 | 50.095 | 42.266 | 42.672 | -83 | -76 | -76 | -84 | -73 | -86 | -82 | -82 |
| D | 1731999822.225 | 112.925 | 99.515 | 42.672 | -76 | -86 | -85 | -87 | -88 | -84 | -84 | -84 |
| E | 1731999838.222 | 140.095 | 129.108 | 42.672 | -73 | -79 | -79 | -77 | -78 | -74 | -70 | -61 |
| F | 1731999773.219 | 34.812 | 118.292 | 42.672 | -100 | -89 | -89 | -75 | -75 | -75 | -79 | -83 |
| G | 1731999539.247 | 29.717 | 42.598 | 42.672 | -100 | -91 | -79 | -82 | -81 | -88 | -85 | -81 |
| H | 1732000265.240 | 7.642 | 4.897 | 42.672 | -100 | -95 | -91 | -102 | -96 | -96 | -99 | -92 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000040.230
- **Target RSSI fingerprint:** [-79, -83, -78, -80, -84, -86, -75, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.6425146067279,
122.43250846862793,
42.672000000000004
] | 8 |
16,355 | **[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 | 1722999689.161 | 51.793 | 92.786 | 42.672 | -84 | -82 | -82 | -87 | -70 | -86 | -81 | -68 |
| B | 1723000129.159 | 3.396 | 89.296 | 42.672 | -90 | -89 | -83 | -79 | -88 | -92 | -85 | -79 |
| C | 1722999987.148 | 71.321 | 58.974 | 42.672 | -81 | -80 | -76 | -72 | -71 | -81 | -100 | -70 |
| D | 1722999462.153 | 84.906 | 17.636 | 42.672 | -84 | -74 | -81 | -84 | -72 | -86 | -76 | -69 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999826.145
- **Target RSSI fingerprint:** [-84, -77, -84, -88, -72, -79, -66, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86841381917387,
13.5888671875,
42.672000000000004
] | 4 |
27,767 | **[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 | 1725937775.143 | 6.793 | 51.914 | 30.480 | -100 | -85 | -82 | -80 | -69 | -81 | -63 | -69 |
| B | 1725938013.138 | 1.698 | 20.463 | 30.480 | -65 | -68 | -75 | -76 | -100 | -72 | -60 | -61 |
| C | 1725937622.148 | 73.020 | 65.396 | 30.480 | -73 | -77 | -82 | -83 | -75 | -83 | -70 | -71 |
| D | 1725937651.148 | 47.548 | 9.674 | 30.480 | -85 | -82 | -82 | -84 | -85 | -82 | -73 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938204.142
- **Target RSSI fingerprint:** [-100, -86, -85, -85, -62, -79, -69, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103248615305,
37.44900703430176,
30.48
] | 4 |
28,838 | **[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 | 1723698248.134 | 62.832 | 56.213 | 51.816 | -77 | -77 | -76 | -76 | -76 | -63 | -70 | -67 |
| B | 1723698225.148 | 122.268 | 42.001 | 51.816 | -84 | -74 | -74 | -76 | -77 | -81 | -76 | -76 |
| C | 1723698218.181 | 123.117 | 48.570 | 51.816 | -73 | -70 | -74 | -77 | -73 | -79 | -74 | -100 |
| D | 1723697917.154 | 10.189 | 60.831 | 51.816 | -100 | -77 | -100 | -77 | -74 | -69 | -100 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723697953.186
- **Target RSSI fingerprint:** [-79, -70, -76, -72, -72, -69, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
108.68298806492035,
39.02818202972412,
51.816
] | 4 |
23,719 | **[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 | 1725939550.168 | 21.227 | 124.476 | 42.672 | -82 | -83 | -77 | -79 | -77 | -77 | -75 | -80 |
| B | 1725939114.152 | 43.302 | 11.917 | 42.672 | -100 | -100 | -88 | -87 | -100 | -100 | -83 | -100 |
| C | 1725939279.146 | 67.925 | 77.884 | 42.672 | -73 | -73 | -100 | -100 | -77 | -100 | -100 | -64 |
| D | 1725939443.152 | 67.076 | 12.501 | 42.672 | -100 | -82 | -76 | -77 | -77 | -73 | -75 | -81 |
| E | 1725939257.141 | 98.492 | 20.927 | 42.672 | -74 | -77 | -78 | -75 | -67 | -70 | -73 | -64 |
| F | 1725939639.141 | 33.963 | 16.309 | 42.672 | -100 | -69 | -70 | -72 | -69 | -61 | -64 | -74 |
| G | 1725939274.139 | 84.907 | 62.543 | 42.672 | -74 | -79 | -78 | -70 | -77 | -78 | -77 | -67 |
| H | 1725939376.177 | 102.737 | 45.836 | 42.672 | -83 | -76 | -77 | -73 | -77 | -75 | -74 | -64 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939496.145
- **Target RSSI fingerprint:** [-71, -73, -77, -77, -77, -77, -73, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
60.28382947829149,
40.99219799041748,
42.672000000000004
] | 8 |
27,400 | **[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 | 1725941341.165 | 5.094 | 55.430 | 51.816 | -78 | -76 | -77 | -88 | -74 | -75 | -69 | -64 |
| B | 1725941446.240 | 35.661 | 28.160 | 51.816 | -100 | -71 | -100 | -100 | -100 | -65 | -70 | -100 |
| C | 1725940765.145 | 68.775 | 12.939 | 51.816 | -80 | -76 | -72 | -80 | -77 | -68 | -66 | -69 |
| D | 1725941200.156 | 87.454 | 69.789 | 51.816 | -79 | -76 | -79 | -74 | -75 | -79 | -76 | -71 |
| E | 1725940839.166 | 2.547 | 29.911 | 51.816 | -80 | -100 | -71 | -79 | -69 | -70 | -64 | -68 |
| F | 1725940944.157 | 3.396 | 40.209 | 51.816 | -77 | -80 | -77 | -79 | -75 | -72 | -72 | -64 |
| G | 1725940947.181 | 1.698 | 32.645 | 51.816 | -78 | -81 | -79 | -80 | -75 | -73 | -73 | -66 |
| H | 1725941385.171 | 74.718 | 19.109 | 51.816 | -73 | -81 | -72 | -82 | -59 | -71 | -63 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941127.152
- **Target RSSI fingerprint:** [-66, -76, -74, -67, -73, -70, -74, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
32.26458560824595,
62.596373558044434,
51.816
] | 8 |
33,850 | **[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 | 1723696689.156 | 61.983 | 61.906 | 42.672 | -75 | -74 | -76 | -69 | -74 | -67 | -70 | -64 |
| B | 1723696681.154 | 79.814 | 26.607 | 42.672 | -79 | -76 | -79 | -75 | -74 | -65 | -65 | -67 |
| C | 1723696485.152 | 127.363 | 46.433 | 42.672 | -100 | -67 | -73 | -69 | -78 | -81 | -75 | -100 |
| D | 1723696369.133 | 37.360 | 9.210 | 42.672 | -79 | -83 | -76 | -80 | -78 | -100 | -83 | -79 |
| E | 1723696715.134 | 28.020 | 31.252 | 42.672 | -80 | -83 | -78 | -73 | -79 | -76 | -82 | -73 |
| F | 1723696770.140 | 86.607 | 49.061 | 42.672 | -100 | -82 | -80 | -80 | -76 | -76 | -81 | -61 |
| G | 1723696812.153 | 73.021 | 76.610 | 42.672 | -86 | -73 | -84 | -70 | -78 | -77 | -74 | -71 |
| H | 1723696540.138 | 30.567 | 25.200 | 42.672 | -77 | -77 | -68 | -71 | -73 | -76 | -83 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696813.134
- **Target RSSI fingerprint:** [-83, -73, -85, -70, -77, -78, -74, -73]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
77.26681150654582,
78.83931636810303,
42.672000000000004
] | 8 |
41,424 | **[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 | 1723696521.134 | 56.889 | 65.688 | 42.672 | -80 | -79 | -77 | -75 | -82 | -77 | -65 | -80 |
| B | 1723696409.157 | 112.928 | 62.610 | 42.672 | -77 | -79 | -77 | -70 | -72 | -68 | -76 | -72 |
| C | 1723696879.156 | 24.623 | 48.742 | 42.672 | -77 | -82 | -75 | -72 | -100 | -79 | -62 | -76 |
| D | 1723696721.152 | 40.756 | 5.560 | 42.672 | -100 | -81 | -71 | -100 | -84 | -83 | -81 | -84 |
| E | 1723696273.154 | 12.736 | 56.704 | 42.672 | -100 | -95 | -100 | -96 | -102 | -100 | -82 | -96 |
| F | 1723696626.162 | 33.114 | 54.700 | 42.672 | -74 | -81 | -76 | -69 | -81 | -73 | -70 | -69 |
| G | 1723696371.169 | 40.756 | 2.482 | 42.672 | -100 | -83 | -70 | -100 | -74 | -80 | -78 | -79 |
| H | 1723696755.144 | 120.570 | 49.658 | 42.672 | -76 | -83 | -81 | -67 | -75 | -69 | -78 | -73 |
| I | 1723696659.153 | 129.061 | 44.708 | 42.672 | -74 | -70 | -70 | -77 | -67 | -76 | -100 | -70 |
| J | 1723696459.124 | 62.832 | 71.010 | 42.672 | -76 | -85 | -80 | -74 | -78 | -74 | -72 | -73 |
| K | 1723696825.171 | 101.890 | 83.776 | 42.672 | -84 | -84 | -85 | -81 | -79 | -84 | -85 | -76 |
| L | 1723696800.268 | 22.076 | 49.698 | 42.672 | -71 | -77 | -100 | -74 | -85 | -77 | -69 | -73 |
| M | 1723696736.171 | 75.569 | 18.499 | 42.672 | -100 | -83 | -77 | -70 | -70 | -73 | -69 | -72 |
| N | 1723696465.142 | 88.305 | 84.267 | 42.672 | -78 | -82 | -100 | -75 | -73 | -73 | -68 | -68 |
| O | 1723696414.147 | 108.683 | 59.863 | 42.672 | -82 | -83 | -82 | -79 | -83 | -83 | -85 | -84 |
| P | 1723696897.160 | 39.907 | 1.155 | 42.672 | -100 | -85 | -69 | -100 | -74 | -82 | -78 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723696393.141
- **Target RSSI fingerprint:** [-76, -86, -78, -80, -68, -75, -82, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
109.53207345433418,
34.038519859313965,
42.672000000000004
] | 16 |
3,952 | **[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 | -78 | -77 | -71 | -71 | -72 | -67 | -70 |
| B | 1722838862.154 | 21.227 | 118.438 | 51.816 | -85 | -81 | -76 | -75 | -71 | -87 | -78 | -73 |
| C | 1722839083.166 | 56.038 | 100.881 | 51.816 | -86 | -85 | -81 | -69 | -79 | -82 | -69 | -72 |
| D | 1722839192.145 | 85.755 | 115.811 | 51.816 | -79 | -83 | -81 | -72 | -77 | -71 | -66 | -68 |
| E | 1722838787.163 | 100.189 | 95.839 | 51.816 | -80 | -77 | -72 | -78 | -72 | -75 | -69 | -71 |
| F | 1722839031.161 | 96.793 | 187.630 | 51.816 | -85 | -81 | -88 | -91 | -86 | -77 | -85 | -74 |
| G | 1722838800.172 | 124.812 | 109.043 | 51.816 | -83 | -83 | -82 | -83 | -78 | -81 | -68 | -77 |
| H | 1722839230.177 | 110.378 | 163.119 | 51.816 | -87 | -78 | -83 | -87 | -71 | -81 | -81 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722838543.169
- **Target RSSI fingerprint:** [-100, -93, -100, -95, -83, -87, -100, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.5471876667601285,
2.216153144836426,
51.816
] | 8 |
18,082 | **[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 | 1723003263.164 | 127.359 | 58.642 | 51.816 | -83 | -83 | -81 | -86 | -87 | -64 | -71 | -100 |
| B | 1723003310.147 | 69.623 | 83.444 | 51.816 | -83 | -82 | -83 | -77 | -78 | -76 | -74 | -72 |
| C | 1723003147.150 | 55.189 | 10.139 | 51.816 | -87 | -86 | -82 | -88 | -84 | -82 | -71 | -65 |
| D | 1723003236.142 | 52.642 | 91.539 | 51.816 | -83 | -85 | -84 | -85 | -69 | -79 | -69 | -77 |
| E | 1723003331.145 | 5.094 | 85.236 | 51.816 | -74 | -81 | -74 | -72 | -83 | -89 | -100 | -69 |
| F | 1723003262.147 | 126.510 | 63.525 | 51.816 | -86 | -81 | -80 | -83 | -89 | -64 | -71 | -68 |
| G | 1723003205.136 | 20.377 | 43.779 | 51.816 | -81 | -81 | -86 | -73 | -88 | -91 | -88 | -80 |
| H | 1723003175.140 | 129.057 | 41.390 | 51.816 | -85 | -83 | -87 | -82 | -82 | -76 | -76 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003484.140
- **Target RSSI fingerprint:** [-86, -87, -86, -87, -87, -82, -70, -59]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
102.73652818662916,
58.004822731018066,
51.816
] | 8 |
4,035 | **[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 | 1723008312.132 | 106.982 | 42.240 | 51.816 | -91 | -85 | -77 | -78 | -79 | -79 | -83 | -84 |
| B | 1723008272.140 | 91.699 | 8.453 | 51.816 | -77 | -74 | -82 | -84 | -71 | -84 | -83 | -74 |
| C | 1723008529.426 | 140.944 | 44.748 | 51.816 | -83 | -86 | -90 | -81 | -73 | -79 | -75 | -89 |
| D | 1723008232.156 | 5.943 | 82.701 | 51.816 | -91 | -86 | -81 | -79 | -77 | -81 | -71 | -77 |
| E | 1723008003.148 | 23.774 | 82.422 | 51.816 | -100 | -100 | -71 | -79 | -76 | -75 | -70 | -70 |
| F | 1723008358.155 | 45.000 | 85.647 | 51.816 | -76 | -80 | -80 | -81 | -84 | -84 | -75 | -76 |
| G | 1723008257.139 | 48.397 | 6.197 | 51.816 | -81 | -77 | -76 | -79 | -100 | -68 | -82 | -70 |
| H | 1723008574.181 | 9.340 | 83.789 | 51.816 | -89 | -81 | -100 | -83 | -85 | -86 | -83 | -81 |
| I | 1723007958.161 | 138.397 | 2.044 | 51.816 | -89 | -84 | -79 | -74 | -73 | -71 | -100 | -85 |
| J | 1723008327.160 | 32.264 | 39.187 | 51.816 | -83 | -77 | -66 | -80 | -100 | -75 | -100 | -70 |
| K | 1723008499.187 | 108.680 | 9.966 | 51.816 | -73 | -72 | -82 | -83 | -79 | -84 | -77 | -82 |
| L | 1723008117.157 | 5.094 | 78.322 | 51.816 | -78 | -76 | -82 | -79 | -82 | -78 | -80 | -67 |
| M | 1723008508.169 | 151.982 | 10.006 | 51.816 | -74 | -75 | -87 | -88 | -68 | -84 | -79 | -84 |
| N | 1723008174.152 | 159.624 | 9.263 | 51.816 | -72 | -74 | -86 | -74 | -78 | -83 | -74 | -86 |
| O | 1723008388.157 | 145.190 | 57.010 | 51.816 | -71 | -76 | -86 | -74 | -76 | -80 | -77 | -83 |
| P | 1723008004.159 | 18.679 | 82.077 | 51.816 | -87 | -100 | -71 | -77 | -78 | -76 | -67 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008586.147
- **Target RSSI fingerprint:** [-69, -73, -79, -100, -81, -85, -72, -81]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
65.37779018029671,
86.93424701690674,
51.816
] | 16 |
18,754 | **[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 | 1722839071.186 | 33.113 | 105.898 | 51.816 | -83 | -80 | -75 | -86 | -71 | -72 | -76 | -68 |
| B | 1722838854.178 | 16.132 | 127.263 | 51.816 | -87 | -74 | -76 | -79 | -72 | -69 | -73 | -71 |
| C | 1722838942.146 | 56.038 | 77.194 | 51.816 | -74 | -76 | -85 | -84 | -82 | -90 | -87 | -70 |
| D | 1722838984.179 | 71.321 | 131.854 | 51.816 | -77 | -80 | -76 | -73 | -71 | -71 | -65 | -68 |
| E | 1722838838.155 | 73.019 | 176.496 | 51.816 | -81 | -80 | -86 | -81 | -86 | -85 | -79 | -75 |
| F | 1722839230.177 | 110.378 | 163.119 | 51.816 | -87 | -78 | -83 | -81 | -71 | -87 | -81 | -72 |
| G | 1722838802.154 | 133.303 | 114.961 | 51.816 | -70 | -91 | -80 | -80 | -88 | -93 | -72 | -90 |
| H | 1722839045.133 | 70.472 | 173.351 | 51.816 | -83 | -80 | -85 | -77 | -86 | -83 | -77 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839060.167
- **Target RSSI fingerprint:** [-85, -79, -81, -86, -74, -71, -75, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.13218855614748,
126.54632568359375,
51.816
] | 8 |
23,792 | **[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 | 1725938342.173 | 45.850 | 8.652 | 30.480 | -97 | -86 | -89 | -89 | -91 | -86 | -85 | -87 |
| B | 1725938262.138 | 92.548 | 3.318 | 30.480 | -70 | -77 | -74 | -74 | -77 | -75 | -74 | -64 |
| C | 1725938169.150 | 75.567 | 76.597 | 30.480 | -76 | -83 | -84 | -78 | -81 | -83 | -82 | -74 |
| D | 1725937693.152 | 18.679 | 120.482 | 30.480 | -78 | -67 | -67 | -71 | -66 | -64 | -48 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937844.178
- **Target RSSI fingerprint:** [-100, -82, -78, -85, -81, -73, -69, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
89.15214068981176,
50.65303325653076,
30.48
] | 4 |
11,579 | **[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 | 1722828664.159 | 0.849 | 53.267 | 42.672 | -89 | -85 | -100 | -86 | -88 | -81 | -75 | -77 |
| B | 1722828781.192 | 45.849 | 47.136 | 42.672 | -85 | -83 | -90 | -91 | -84 | -88 | -78 | -75 |
| C | 1722828535.151 | 67.925 | 117.231 | 42.672 | -83 | -87 | -81 | -95 | -80 | -79 | -87 | -79 |
| D | 1722828593.162 | 78.963 | 76.822 | 42.672 | -87 | -86 | -88 | -87 | -86 | -85 | -75 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828842.184
- **Target RSSI fingerprint:** [-87, -84, -80, -88, -86, -81, -74, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
50.09469115512196,
19.480915069580078,
42.672000000000004
] | 4 |
25,220 | **[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 | 1725941049.154 | 2.547 | 47.402 | 51.816 | -84 | -78 | -70 | -70 | -73 | -75 | -72 | -71 |
| B | 1725941081.164 | 54.340 | 101.970 | 51.816 | -73 | -77 | -74 | -68 | -79 | -80 | -78 | -67 |
| C | 1725941078.166 | 43.302 | 112.175 | 51.816 | -69 | -78 | -76 | -100 | -71 | -79 | -76 | -68 |
| D | 1725940821.146 | 54.340 | 27.589 | 51.816 | -80 | -77 | -76 | -73 | -84 | -72 | -77 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941449.151
- **Target RSSI fingerprint:** [-100, -100, -100, -100, -67, -60, -69, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.811789735212734,
27.602386474609375,
51.816
] | 4 |
23,233 | **[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 | 1725939691.148 | 63.680 | 79.582 | 42.672 | -76 | -77 | -75 | -76 | -67 | -74 | -79 | -62 |
| B | 1725939848.137 | 47.548 | 17.424 | 42.672 | -80 | -100 | -74 | -72 | -87 | -60 | -72 | -76 |
| C | 1725939260.126 | 101.039 | 33.693 | 42.672 | -75 | -74 | -76 | -79 | -84 | -74 | -69 | -61 |
| D | 1725939892.149 | 56.888 | 11.598 | 42.672 | -77 | -75 | -71 | -76 | -81 | -73 | -76 | -82 |
| E | 1725939746.160 | 14.434 | 95.666 | 42.672 | -68 | -74 | -74 | -77 | -75 | -74 | -71 | -68 |
| F | 1725939786.186 | 104.435 | 42.306 | 42.672 | -73 | -72 | -72 | -72 | -65 | -69 | -75 | -59 |
| G | 1725939480.145 | 73.869 | 72.735 | 42.672 | -78 | -75 | -76 | -78 | -73 | -75 | -79 | -70 |
| H | 1725939353.176 | 41.604 | 105.553 | 42.672 | -80 | -74 | -76 | -75 | -70 | -75 | -75 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939265.147
- **Target RSSI fingerprint:** [-100, -71, -100, -100, -66, -100, -66, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
104.43536656098384,
46.52594566345215,
42.672000000000004
] | 8 |
3,492 | **[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 | 1731994577.213 | 4.245 | 64.242 | 51.816 | -87 | -78 | -82 | -81 | -85 | -80 | -75 | -75 |
| B | 1731994418.230 | 95.095 | 98.453 | 51.816 | -79 | -88 | -83 | -85 | -80 | -77 | -72 | -66 |
| C | 1731994321.195 | 103.586 | 54.409 | 51.816 | -88 | -87 | -83 | -84 | -81 | -75 | -82 | -73 |
| D | 1731994674.242 | 2.547 | 61.336 | 51.816 | -100 | -83 | -67 | -76 | -88 | -87 | -72 | -75 |
| E | 1731994404.208 | 61.133 | 74.526 | 51.816 | -84 | -89 | -83 | -85 | -83 | -79 | -73 | -74 |
| F | 1731994509.241 | 80.661 | 39.081 | 51.816 | -92 | -81 | -93 | -80 | -80 | -79 | -75 | -69 |
| G | 1731994631.198 | 106.982 | 58.934 | 51.816 | -92 | -83 | -92 | -76 | -73 | -76 | -72 | -79 |
| H | 1731994429.210 | 119.718 | 74.208 | 51.816 | -79 | -82 | -75 | -80 | -76 | -80 | -78 | -65 |
| I | 1731994933.218 | 68.774 | 0.372 | 51.816 | -89 | -96 | -84 | -95 | -96 | -98 | -95 | -92 |
| J | 1731994555.211 | 65.378 | 113.833 | 51.816 | -80 | -100 | -100 | -89 | -86 | -87 | -87 | -73 |
| K | 1731994763.240 | 21.227 | 76.676 | 51.816 | -84 | -78 | -89 | -83 | -83 | -84 | -78 | -70 |
| L | 1731994839.233 | 79.812 | 24.311 | 51.816 | -90 | -84 | -91 | -78 | -71 | -80 | -72 | -79 |
| M | 1731994506.221 | 73.019 | 44.827 | 51.816 | -88 | -79 | -92 | -79 | -80 | -78 | -77 | -68 |
| N | 1731994347.203 | 80.661 | 112.798 | 51.816 | -85 | -88 | -97 | -72 | -87 | -77 | -73 | -86 |
| O | 1731994668.229 | 2.547 | 58.230 | 51.816 | -79 | -78 | -67 | -87 | -78 | -84 | -81 | -74 |
| P | 1731994660.221 | 27.170 | 40.103 | 51.816 | -79 | -86 | -82 | -92 | -85 | -84 | -78 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994467.211
- **Target RSSI fingerprint:** [-80, -84, -70, -90, -85, -86, -84, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132189260056805,
47.454872131347656,
51.816
] | 16 |
37,738 | **[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 | 1723691759.132 | 205.479 | 141.369 | 51.816 | -69 | -86 | -78 | -71 | -77 | -79 | -79 | -76 |
| B | 1723691716.149 | 175.761 | 82.197 | 51.816 | -100 | -80 | -74 | -79 | -75 | -100 | -73 | -74 |
| C | 1723691340.129 | 225.008 | 90.292 | 51.816 | -70 | -77 | -78 | -75 | -78 | -78 | -80 | -77 |
| D | 1723691263.145 | 127.363 | 27.111 | 51.816 | -100 | -78 | -100 | -100 | -100 | -72 | -82 | -77 |
| E | 1723691543.152 | 227.555 | 92.720 | 51.816 | -69 | -83 | -79 | -75 | -80 | -79 | -80 | -76 |
| F | 1723691775.134 | 167.270 | 106.773 | 51.816 | -82 | -83 | -84 | -80 | -76 | -77 | -75 | -79 |
| G | 1723691476.136 | 149.439 | 9.329 | 51.816 | -86 | -79 | -79 | -83 | -83 | -68 | -78 | -69 |
| H | 1723691546.144 | 226.706 | 93.171 | 51.816 | -80 | -84 | -84 | -76 | -81 | -81 | -79 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691454.151
- **Target RSSI fingerprint:** [-83, -85, -86, -81, -75, -75, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
203.78061857362115,
58.25695991516113,
51.816
] | 8 |
21,095 | **[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 | 1723010341.173 | 56.887 | 7.949 | 60.960 | -77 | -100 | -82 | -66 | -75 | -78 | -66 | -71 |
| B | 1723010562.367 | 206.322 | 4.963 | 60.960 | -92 | -100 | -86 | -101 | -91 | -80 | -92 | -100 |
| C | 1723010211.159 | 45.000 | 84.758 | 60.960 | -86 | -79 | -85 | -76 | -82 | -70 | -100 | -72 |
| D | 1723009947.150 | 68.774 | 44.642 | 60.960 | -81 | -80 | -79 | -80 | -71 | -86 | -69 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010159.166
- **Target RSSI fingerprint:** [-73, -79, -73, -78, -72, -87, -65, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
133.302767752541,
43.566651344299316,
60.96
] | 4 |
18,958 | **[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 | 1722841091.160 | 123.963 | 109.043 | 60.960 | -82 | -85 | -81 | -76 | -89 | -81 | -73 | -76 |
| B | 1722840860.161 | 61.133 | 140.971 | 60.960 | -77 | -78 | -79 | -72 | -72 | -73 | -67 | -73 |
| C | 1722841047.154 | 14.434 | 128.258 | 60.960 | -84 | -87 | -87 | -85 | -73 | -75 | -77 | -80 |
| D | 1722841359.173 | 22.076 | 113.369 | 60.960 | -80 | -85 | -77 | -80 | -75 | -84 | -80 | -71 |
| E | 1722840953.154 | 37.359 | 97.564 | 60.960 | -85 | -82 | -75 | -81 | -76 | -85 | -80 | -72 |
| F | 1722841344.212 | 33.963 | 142.749 | 60.960 | -80 | -81 | -82 | -78 | -73 | -72 | -73 | -77 |
| G | 1722840823.178 | 45.849 | 86.125 | 60.960 | -75 | -74 | -100 | -82 | -75 | -76 | -74 | -66 |
| H | 1722840828.163 | 28.868 | 104.119 | 60.960 | -81 | -77 | -78 | -72 | -76 | -83 | -82 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722840922.188
- **Target RSSI fingerprint:** [-86, -82, -78, -80, -90, -74, -74, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
74.71750450587784,
180.13211250305176,
60.96
] | 8 |
20,506 | **[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 | 1731994161.234 | 68.774 | 6.237 | 51.816 | -98 | -90 | -93 | -90 | -94 | -99 | -83 | -89 |
| B | 1731994600.217 | 52.642 | 71.196 | 51.816 | -84 | -92 | -85 | -86 | -86 | -91 | -76 | -73 |
| C | 1731994684.227 | 25.472 | 94.737 | 51.816 | -84 | -90 | -100 | -76 | -87 | -82 | -78 | -75 |
| D | 1731994521.240 | 89.152 | 53.201 | 51.816 | -92 | -89 | -90 | -82 | -85 | -81 | -76 | -81 |
| E | 1731994808.239 | 99.340 | 98.572 | 51.816 | -86 | -90 | -88 | -86 | -82 | -77 | -75 | -74 |
| F | 1731994436.211 | 111.227 | 58.363 | 51.816 | -82 | -83 | -77 | -74 | -68 | -69 | -69 | -70 |
| G | 1731994338.214 | 112.925 | 77.605 | 51.816 | -81 | -87 | -80 | -82 | -76 | -77 | -76 | -71 |
| H | 1731994257.231 | 66.227 | 15.035 | 51.816 | -86 | -78 | -88 | -88 | -83 | -75 | -73 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994307.236
- **Target RSSI fingerprint:** [-79, -76, -83, -80, -78, -70, -64, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
66.22688222549635,
66.73673152923584,
51.816
] | 8 |
21,581 | **[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 | 1722841125.179 | 84.906 | 188.201 | 60.960 | -91 | -83 | -85 | -84 | -85 | -81 | -82 | -87 |
| B | 1722841035.159 | 29.717 | 104.597 | 60.960 | -76 | -84 | -84 | -82 | -74 | -83 | -80 | -67 |
| C | 1722840909.163 | 95.944 | 181.857 | 60.960 | -88 | -78 | -87 | -84 | -82 | -77 | -72 | -74 |
| D | 1722841057.175 | 48.397 | 157.360 | 60.960 | -77 | -78 | -87 | -86 | -81 | -77 | -75 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841278.162
- **Target RSSI fingerprint:** [-76, -76, -82, -76, -76, -73, -69, -65]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
83.20813001790941,
114.35084819793701,
60.96
] | 4 |
7,926 | **[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 | 1723006966.142 | 206.322 | 7.498 | 42.672 | -88 | -79 | -79 | -82 | -71 | -71 | -100 | -100 |
| B | 1723006424.121 | 93.397 | 39.214 | 42.672 | -81 | -80 | -87 | -81 | -87 | -83 | -75 | -71 |
| C | 1723006964.149 | 201.228 | 13.032 | 42.672 | -90 | -82 | -82 | -86 | -71 | -73 | -64 | -78 |
| D | 1723006866.145 | 136.699 | 39.267 | 42.672 | -84 | -76 | -86 | -79 | -87 | -87 | -69 | -82 |
| E | 1723006921.169 | 61.132 | 84.718 | 42.672 | -84 | -85 | -85 | -89 | -67 | -71 | -100 | -75 |
| F | 1723006715.164 | 130.756 | 88.832 | 42.672 | -78 | -90 | -85 | -86 | -77 | -86 | -76 | -79 |
| G | 1723006334.151 | 45.849 | 82.913 | 42.672 | -78 | -85 | -80 | -82 | -82 | -100 | -73 | -67 |
| H | 1723006444.150 | 22.925 | 38.484 | 42.672 | -91 | -82 | -82 | -82 | -100 | -87 | -83 | -83 |
| I | 1723006962.158 | 193.586 | 20.569 | 42.672 | -84 | -82 | -84 | -86 | -72 | -78 | -66 | -80 |
| J | 1723006955.155 | 169.812 | 47.269 | 42.672 | -82 | -89 | -86 | -89 | -70 | -74 | -66 | -78 |
| K | 1723006602.154 | 70.472 | 9.502 | 42.672 | -82 | -86 | -80 | -83 | -80 | -78 | -74 | -79 |
| L | 1723006604.147 | 82.359 | 9.422 | 42.672 | -78 | -88 | -84 | -87 | -82 | -78 | -76 | -76 |
| M | 1723006576.158 | 7.642 | 69.762 | 42.672 | -79 | -80 | -80 | -73 | -80 | -80 | -80 | -72 |
| N | 1723006353.167 | 9.340 | 65.290 | 42.672 | -80 | -80 | -82 | -74 | -80 | -81 | -83 | -80 |
| O | 1723006592.171 | 45.849 | 9.236 | 42.672 | -100 | -74 | -71 | -72 | -78 | -74 | -100 | -58 |
| P | 1723006897.157 | 16.981 | 52.365 | 42.672 | -80 | -74 | -77 | -75 | -100 | -84 | -78 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006825.133
- **Target RSSI fingerprint:** [-81, -84, -82, -85, -79, -75, -81, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83060381208213,
8.957505226135254,
42.672000000000004
] | 16 |
27,580 | **[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 | 1725939960.146 | 39.906 | 11.572 | 42.672 | -100 | -100 | -100 | -100 | -84 | -90 | -84 | -100 |
| B | 1725939694.150 | 61.133 | 64.016 | 42.672 | -75 | -77 | -67 | -76 | -74 | -74 | -74 | -61 |
| C | 1725939832.152 | 0.849 | 29.858 | 42.672 | -83 | -74 | -73 | -77 | -75 | -79 | -76 | -75 |
| D | 1725939359.154 | 60.284 | 88.487 | 42.672 | -81 | -77 | -79 | -75 | -80 | -74 | -76 | -66 |
| E | 1725939257.141 | 98.492 | 20.927 | 42.672 | -77 | -74 | -70 | -67 | -78 | -75 | -73 | -64 |
| F | 1725939623.132 | 1.698 | 35.777 | 42.672 | -81 | -73 | -75 | -79 | -76 | -77 | -73 | -71 |
| G | 1725939571.157 | 96.794 | 57.938 | 42.672 | -77 | -75 | -81 | -77 | -79 | -79 | -80 | -62 |
| H | 1725939529.142 | 5.943 | 45.305 | 42.672 | -74 | -75 | -77 | -68 | -77 | -76 | -74 | -70 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725939639.141
- **Target RSSI fingerprint:** [-69, -100, -61, -69, -70, -72, -64, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
33.962720832840276,
16.30929470062256,
42.672000000000004
] | 8 |
29,549 | **[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 | 1723693239.138 | 221.611 | 94.538 | 60.960 | -81 | -79 | -84 | -84 | -81 | -72 | -77 | -83 |
| B | 1723693212.169 | 146.892 | 46.340 | 60.960 | -77 | -79 | -75 | -69 | -100 | -73 | -71 | -62 |
| C | 1723693216.146 | 161.326 | 59.226 | 60.960 | -85 | -80 | -77 | -66 | -75 | -82 | -74 | -63 |
| D | 1723693306.142 | 157.081 | 94.843 | 60.960 | -75 | -80 | -79 | -72 | -74 | -81 | -78 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693702.176
- **Target RSSI fingerprint:** [-100, -79, -79, -83, -75, -77, -72, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
36.510693063764634,
53.307108879089355,
60.96
] | 4 |
4,812 | **[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 | 1722838893.166 | 112.925 | 151.242 | 51.816 | -84 | -91 | -84 | -79 | -85 | -89 | -79 | -68 |
| B | 1722839130.166 | 97.642 | 85.780 | 51.816 | -84 | -86 | -88 | -84 | -73 | -82 | -78 | -84 |
| C | 1722839335.158 | 97.642 | 84.811 | 51.816 | -78 | -83 | -91 | -83 | -73 | -79 | -78 | -84 |
| D | 1722839076.167 | 45.849 | 92.853 | 51.816 | -78 | -77 | -69 | -78 | -74 | -67 | -80 | -71 |
| E | 1722839057.160 | 24.623 | 133.673 | 51.816 | -76 | -73 | -72 | -86 | -81 | -72 | -81 | -74 |
| F | 1722839112.168 | 134.152 | 126.215 | 51.816 | -81 | -84 | -87 | -66 | -79 | -69 | -70 | -82 |
| G | 1722838909.168 | 137.548 | 119.752 | 51.816 | -83 | -75 | -86 | -75 | -80 | -72 | -72 | -81 |
| H | 1722838990.165 | 90.850 | 107.702 | 51.816 | -78 | -87 | -71 | -86 | -80 | -68 | -71 | -63 |
| I | 1722839003.152 | 114.623 | 101.771 | 51.816 | -86 | -75 | -80 | -87 | -80 | -76 | -76 | -66 |
| J | 1722839299.159 | 94.246 | 137.375 | 51.816 | -91 | -78 | -80 | -92 | -89 | -76 | -76 | -68 |
| K | 1722839043.162 | 77.265 | 180.132 | 51.816 | -78 | -86 | -91 | -85 | -87 | -74 | -80 | -81 |
| L | 1722839328.172 | 123.963 | 106.495 | 51.816 | -82 | -86 | -91 | -84 | -77 | -82 | -71 | -83 |
| M | 1722838815.186 | 121.416 | 142.484 | 51.816 | -82 | -76 | -92 | -75 | -81 | -72 | -76 | -84 |
| N | 1722839008.177 | 134.152 | 116.421 | 51.816 | -87 | -78 | -84 | -80 | -80 | -80 | -78 | -68 |
| O | 1722838970.169 | 45.000 | 156.537 | 51.816 | -86 | -91 | -70 | -87 | -88 | -90 | -79 | -67 |
| P | 1722838962.150 | 14.434 | 131.005 | 51.816 | -87 | -78 | -73 | -87 | -83 | -77 | -85 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722839362.167
- **Target RSSI fingerprint:** [-82, -93, -85, -77, -71, -89, -72, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
23.773751556427868,
23.130269050598145,
51.816
] | 16 |
218 | **[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 | 1722841255.180 | 27.170 | 140.029 | 60.960 | -88 | -72 | -80 | -84 | -74 | -83 | -71 | -81 |
| B | 1722841373.251 | 49.246 | 98.997 | 60.960 | -85 | -74 | -86 | -87 | -73 | -83 | -72 | -74 |
| C | 1722841403.149 | 133.303 | 123.906 | 60.960 | -76 | -88 | -80 | -78 | -79 | -78 | -72 | -73 |
| D | 1722840617.161 | 2.547 | 2.349 | 60.960 | -100 | -92 | -69 | -80 | -100 | -80 | -82 | -74 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722841274.208
- **Target RSSI fingerprint:** [-78, -74, -84, -78, -70, -70, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
70.47219174986205,
130.28857231140137,
60.96
] | 4 |
32,481 | **[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 | 1724126912.134 | 59.436 | 68.303 | 42.672 | -74 | -87 | -78 | -81 | -86 | -75 | -82 | -63 |
| B | 1724127209.148 | 5.944 | 112.413 | 42.672 | -71 | -82 | -77 | -79 | -79 | -70 | -74 | -66 |
| C | 1724127201.145 | 20.378 | 79.927 | 42.672 | -100 | -82 | -82 | -100 | -81 | -69 | -79 | -65 |
| D | 1724126978.188 | 125.665 | 33.003 | 42.672 | -100 | -89 | -87 | -86 | -89 | -100 | -86 | -100 |
| E | 1724127142.138 | 126.514 | 70.532 | 42.672 | -87 | -85 | -100 | -83 | -86 | -91 | -76 | -86 |
| F | 1724127095.138 | 65.380 | 72.071 | 42.672 | -72 | -84 | -79 | -81 | -86 | -76 | -83 | -65 |
| G | 1724127134.133 | 98.494 | 56.439 | 42.672 | -91 | -85 | -100 | -83 | -87 | -88 | -80 | -84 |
| H | 1724126994.141 | 56.040 | 1.380 | 42.672 | -100 | -90 | -88 | -100 | -84 | -70 | -84 | -61 |
| I | 1724126805.145 | 77.267 | 10.683 | 42.672 | -100 | -100 | -90 | -76 | -85 | -76 | -62 | -62 |
| J | 1724126965.141 | 135.854 | 55.152 | 42.672 | -86 | -83 | -83 | -81 | -76 | -100 | -79 | -85 |
| K | 1724126607.123 | 17.831 | 89.469 | 42.672 | -72 | -80 | -78 | -78 | -72 | -83 | -72 | -79 |
| L | 1724126832.146 | 29.718 | 55.152 | 42.672 | -100 | -100 | -87 | -75 | -74 | -82 | -78 | -81 |
| M | 1724126984.130 | 95.947 | 19.614 | 42.672 | -100 | -81 | -84 | -83 | -89 | -100 | -70 | -69 |
| N | 1724126665.149 | 73.870 | 75.031 | 42.672 | -70 | -84 | -79 | -79 | -79 | -87 | -79 | -81 |
| O | 1724127207.134 | 8.491 | 107.118 | 42.672 | -72 | -84 | -76 | -84 | -82 | -70 | -81 | -66 |
| P | 1724127210.143 | 5.944 | 112.984 | 42.672 | -79 | -83 | -82 | -87 | -82 | -71 | -82 | -67 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724127171.137
- **Target RSSI fingerprint:** [-100, -78, -90, -79, -90, -80, -65, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
82.3613427391583,
12.792644500732422,
42.672000000000004
] | 16 |
16,659 | **[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 | 1723004636.163 | 62.831 | 89.827 | 60.960 | -75 | -86 | -79 | -72 | -70 | -82 | -100 | -62 |
| B | 1723004858.143 | 45.849 | 88.726 | 60.960 | -80 | -87 | -84 | -82 | -79 | -86 | -86 | -77 |
| C | 1723004839.142 | 72.170 | 48.371 | 60.960 | -86 | -91 | -84 | -84 | -77 | -78 | -75 | -77 |
| D | 1723004459.159 | 23.774 | 11.612 | 60.960 | -87 | -77 | -85 | -82 | -75 | -80 | -76 | -60 |
| E | 1723004986.146 | 27.170 | 89.243 | 60.960 | -87 | -79 | -82 | -85 | -81 | -77 | -70 | -79 |
| F | 1723004418.139 | 65.378 | 90.584 | 60.960 | -73 | -86 | -76 | -73 | -71 | -74 | -75 | -68 |
| G | 1723004679.150 | 28.868 | 10.683 | 60.960 | -84 | -77 | -88 | -84 | -100 | -80 | -75 | -59 |
| H | 1723004587.159 | 134.152 | 27.629 | 60.960 | -80 | -76 | -74 | -76 | -73 | -66 | -69 | -67 |
| I | 1723004771.169 | 50.095 | 89.734 | 60.960 | -79 | -76 | -83 | -84 | -79 | -74 | -69 | -72 |
| J | 1723004584.146 | 131.605 | 42.465 | 60.960 | -85 | -80 | -83 | -84 | -100 | -66 | -74 | -67 |
| K | 1723004748.158 | 11.038 | 47.402 | 60.960 | -85 | -84 | -86 | -87 | -78 | -86 | -81 | -76 |
| L | 1723004991.142 | 53.491 | 90.451 | 60.960 | -85 | -83 | -86 | -85 | -84 | -78 | -71 | -82 |
| M | 1723004656.148 | 0.000 | 83.179 | 60.960 | -84 | -77 | -74 | -84 | -81 | -75 | -72 | -77 |
| N | 1723004932.160 | 127.359 | 47.468 | 60.960 | -79 | -80 | -82 | -78 | -76 | -77 | -73 | -65 |
| O | 1723004401.148 | 73.019 | 32.340 | 60.960 | -81 | -77 | -85 | -76 | -76 | -79 | -76 | -67 |
| P | 1723005026.144 | 95.095 | 32.765 | 60.960 | -82 | -84 | -79 | -81 | -76 | -78 | -72 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723004953.140
- **Target RSSI fingerprint:** [-78, -86, -70, -75, -78, -87, -88, -71]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
49.245608478877124,
44.66809272766113,
60.96
] | 16 |
17,486 | **[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 | 1722999927.148 | 113.774 | 98.771 | 42.672 | -82 | -84 | -86 | -85 | -79 | -72 | -68 | -71 |
| B | 1722999719.155 | 138.397 | 65.675 | 42.672 | -85 | -89 | -83 | -84 | -80 | -78 | -75 | -64 |
| C | 1723000150.141 | 106.133 | 97.298 | 42.672 | -82 | -87 | -89 | -87 | -82 | -77 | -68 | -68 |
| D | 1722999847.140 | 138.397 | 27.085 | 42.672 | -84 | -80 | -79 | -83 | -87 | -86 | -70 | -86 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722999528.150
- **Target RSSI fingerprint:** [-83, -75, -81, -81, -88, -86, -71, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278718601344,
18.36620330810547,
42.672000000000004
] | 4 |
27,076 | **[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 | 1725938083.158 | 62.831 | 75.654 | 30.480 | -83 | -81 | -81 | -77 | -74 | -83 | -83 | -72 |
| B | 1725937848.164 | 75.567 | 64.733 | 30.480 | -85 | -78 | -82 | -78 | -76 | -81 | -75 | -68 |
| C | 1725937688.148 | 13.585 | 97.551 | 30.480 | -76 | -70 | -72 | -67 | -100 | -70 | -47 | -59 |
| D | 1725938262.138 | 92.548 | 3.318 | 30.480 | -77 | -74 | -74 | -77 | -63 | -75 | -74 | -64 |
| E | 1725938002.154 | 4.245 | 42.478 | 30.480 | -67 | -70 | -68 | -71 | -65 | -65 | -59 | -55 |
| F | 1725937820.161 | 97.643 | 3.211 | 30.480 | -83 | -83 | -82 | -82 | -76 | -82 | -82 | -71 |
| G | 1725938068.159 | 89.152 | 52.166 | 30.480 | -78 | -86 | -76 | -72 | -76 | -73 | -69 | -69 |
| H | 1725938248.146 | 49.246 | 13.403 | 30.480 | -76 | -75 | -80 | -74 | -65 | -73 | -70 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725937675.155
- **Target RSSI fingerprint:** [-64, -74, -69, -77, -72, -59, -49, -60]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
7.641612059126722,
60.42003154754639,
30.48
] | 8 |
19,472 | **[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 | 1722828503.176 | 98.491 | 34.184 | 42.672 | -100 | -81 | -92 | -85 | -83 | -80 | -80 | -88 |
| B | 1722828585.137 | 45.000 | 50.109 | 42.672 | -88 | -90 | -86 | -85 | -90 | -80 | -81 | -74 |
| C | 1722828476.150 | 31.415 | 86.549 | 42.672 | -86 | -87 | -82 | -87 | -87 | -82 | -84 | -80 |
| D | 1722828668.161 | 12.736 | 69.709 | 42.672 | -88 | -88 | -81 | -86 | -89 | -76 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722828697.147
- **Target RSSI fingerprint:** [-100, -87, -82, -86, -86, -79, -82, -78]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
94.24594437658538,
39.4395637512207,
42.672000000000004
] | 4 |
21,009 | **[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 | 1731994274.221 | 5.943 | 52.179 | 51.816 | -74 | -84 | -88 | -75 | -81 | -84 | -83 | -80 |
| B | 1731994833.233 | 103.586 | 48.782 | 51.816 | -94 | -83 | -77 | -88 | -81 | -69 | -72 | -74 |
| C | 1731994622.223 | 101.038 | 71.766 | 51.816 | -87 | -90 | -84 | -87 | -81 | -88 | -79 | -67 |
| D | 1731994624.240 | 104.435 | 67.958 | 51.816 | -84 | -89 | -81 | -85 | -80 | -87 | -80 | -66 |
| E | 1731994658.211 | 33.963 | 34.755 | 51.816 | -77 | -87 | -87 | -81 | -83 | -80 | -76 | -81 |
| F | 1731994492.218 | 13.585 | 90.424 | 51.816 | -92 | -78 | -73 | -92 | -78 | -78 | -70 | -65 |
| G | 1731994418.230 | 95.095 | 98.453 | 51.816 | -79 | -88 | -85 | -80 | -80 | -77 | -72 | -66 |
| H | 1731994798.246 | 73.868 | 76.636 | 51.816 | -83 | -89 | -85 | -76 | -83 | -79 | -74 | -77 |
| I | 1731994501.218 | 50.944 | 62.132 | 51.816 | -91 | -78 | -87 | -85 | -79 | -82 | -73 | -65 |
| J | 1731994524.233 | 95.095 | 58.828 | 51.816 | -85 | -89 | -88 | -88 | -87 | -76 | -81 | -77 |
| K | 1731994587.211 | 25.472 | 47.110 | 51.816 | -76 | -75 | -86 | -74 | -83 | -66 | -77 | -70 |
| L | 1731994784.228 | 34.812 | 47.349 | 51.816 | -89 | -75 | -86 | -83 | -85 | -67 | -76 | -70 |
| M | 1731994436.211 | 111.227 | 58.363 | 51.816 | -91 | -83 | -74 | -86 | -68 | -69 | -70 | -69 |
| N | 1731994686.228 | 24.623 | 95.427 | 51.816 | -86 | -88 | -85 | -86 | -90 | -80 | -86 | -75 |
| O | 1731994851.234 | 65.378 | 10.484 | 51.816 | -84 | -78 | -76 | -75 | -73 | -67 | -71 | -75 |
| P | 1731994645.221 | 62.831 | 15.327 | 51.816 | -78 | -81 | -83 | -86 | -76 | -76 | -76 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994927.256
- **Target RSSI fingerprint:** [-83, -96, -87, -80, -92, -100, -83, -94]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
63.679694447592645,
5.547018051147461,
51.816
] | 16 |
19,877 | **[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 | 1731999625.214 | 92.548 | 96.914 | 42.672 | -82 | -88 | -80 | -83 | -85 | -84 | -86 | -76 |
| B | 1732000139.201 | 145.190 | 129.041 | 42.672 | -100 | -90 | -78 | -90 | -100 | -72 | -84 | -57 |
| C | 1731999740.238 | 131.605 | 111.484 | 42.672 | -82 | -83 | -74 | -78 | -77 | -75 | -75 | -61 |
| D | 1731999636.233 | 93.397 | 125.219 | 42.672 | -86 | -88 | -80 | -80 | -80 | -73 | -78 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000108.256
- **Target RSSI fingerprint:** [-89, -92, -90, -95, -86, -86, -87, -88]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
55.189068151412584,
102.97813415527344,
42.672000000000004
] | 4 |
5,390 | **[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 | 1731994626.220 | 106.133 | 66.060 | 51.816 | -86 | -81 | -77 | -81 | -86 | -84 | -79 | -73 |
| B | 1731994387.237 | 16.132 | 54.833 | 51.816 | -77 | -88 | -85 | -91 | -84 | -67 | -80 | -71 |
| C | 1731994645.221 | 62.831 | 15.327 | 51.816 | -81 | -78 | -86 | -83 | -76 | -76 | -76 | -77 |
| D | 1731994690.218 | 26.321 | 95.255 | 51.816 | -77 | -86 | -91 | -75 | -79 | -81 | -70 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994849.243
- **Target RSSI fingerprint:** [-78, -84, -75, -78, -72, -71, -71, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
68.77407000340006,
14.57087516784668,
51.816
] | 4 |
43,809 | **[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 | 1724130105.118 | 42.454 | 58.721 | 60.960 | -78 | -79 | -79 | -83 | -74 | -75 | -76 | -65 |
| B | 1724129940.120 | 46.700 | 26.395 | 60.960 | -76 | -71 | -72 | -71 | -77 | -73 | -74 | -71 |
| C | 1724130055.129 | 104.438 | 21.896 | 60.960 | -81 | -81 | -85 | -75 | -87 | -80 | -77 | -70 |
| D | 1724130183.114 | 56.040 | 0.226 | 60.960 | -77 | -77 | -83 | -83 | -82 | -68 | -72 | -65 |
| E | 1724129852.145 | 78.965 | 73.969 | 60.960 | -81 | -74 | -77 | -76 | -84 | -74 | -85 | -68 |
| F | 1724130244.146 | 125.665 | 35.286 | 60.960 | -80 | -84 | -83 | -85 | -75 | -73 | -70 | -76 |
| G | 1724130177.124 | 77.267 | 10.736 | 60.960 | -79 | -75 | -79 | -77 | -76 | -73 | -71 | -63 |
| H | 1724130261.156 | 129.061 | 70.877 | 60.960 | -81 | -83 | -83 | -73 | -73 | -80 | -68 | -66 |
| I | 1724129857.141 | 89.154 | 50.228 | 60.960 | -79 | -74 | -74 | -81 | -86 | -74 | -78 | -68 |
| J | 1724130081.116 | 122.268 | 88.567 | 60.960 | -100 | -100 | -82 | -83 | -72 | -82 | -70 | -63 |
| K | 1724130205.149 | 33.963 | 55.205 | 60.960 | -77 | -80 | -77 | -75 | -83 | -76 | -76 | -67 |
| L | 1724130371.121 | 56.040 | 1.831 | 60.960 | -76 | -79 | -82 | -84 | -80 | -75 | -77 | -65 |
| M | 1724129920.139 | 49.247 | 60.022 | 60.960 | -82 | -78 | -81 | -84 | -76 | -80 | -76 | -64 |
| N | 1724130381.132 | 37.360 | 44.111 | 60.960 | -75 | -77 | -77 | -80 | -79 | -70 | -72 | -63 |
| O | 1724129856.121 | 87.456 | 55.059 | 60.960 | -79 | -74 | -76 | -78 | -83 | -71 | -79 | -69 |
| P | 1724130101.133 | 60.285 | 68.528 | 60.960 | -79 | -76 | -77 | -77 | -78 | -72 | -76 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724129887.128
- **Target RSSI fingerprint:** [-82, -100, -83, -84, -76, -78, -69, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
144.34461902804844,
45.41123390197754,
60.96
] | 16 |
21,407 | **[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 | 1723004678.157 | 24.623 | 10.192 | 60.960 | -86 | -77 | -100 | -75 | -75 | -76 | -75 | -59 |
| B | 1723004512.147 | 67.076 | 45.531 | 60.960 | -84 | -86 | -81 | -73 | -73 | -80 | -84 | -78 |
| C | 1723004996.143 | 80.661 | 91.645 | 60.960 | -81 | -80 | -76 | -76 | -72 | -81 | -70 | -72 |
| D | 1723004773.134 | 60.283 | 90.305 | 60.960 | -88 | -85 | -76 | -84 | -87 | -77 | -70 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723005119.135
- **Target RSSI fingerprint:** [-99, -100, -98, -98, -99, -100, -88, -99]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184822438706,
2.2692346572875977,
60.96
] | 4 |
38,332 | **[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 | 1724128518.144 | 37.360 | 59.053 | 51.816 | -83 | -84 | -100 | -81 | -81 | -77 | -67 | -81 |
| B | 1724128513.149 | 60.285 | 70.532 | 51.816 | -85 | -82 | -100 | -80 | -79 | -79 | -65 | -73 |
| C | 1724128750.133 | 138.401 | 50.388 | 51.816 | -83 | -80 | -64 | -84 | -78 | -75 | -100 | -70 |
| D | 1724128974.124 | 39.058 | 36.016 | 51.816 | -78 | -100 | -100 | -83 | -80 | -77 | -65 | -74 |
| E | 1724128803.138 | 45.002 | 64.136 | 51.816 | -100 | -74 | -75 | -78 | -83 | -79 | -67 | -71 |
| F | 1724128988.138 | 11.887 | 100.218 | 51.816 | -79 | -82 | -100 | -80 | -81 | -77 | -67 | -77 |
| G | 1724128983.142 | 21.227 | 76.889 | 51.816 | -84 | -84 | -100 | -81 | -79 | -76 | -65 | -82 |
| H | 1724128923.123 | 123.967 | 72.045 | 51.816 | -100 | -78 | -71 | -75 | -78 | -100 | -80 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128932.122
- **Target RSSI fingerprint:** [-82, -80, -63, -83, -73, -75, -100, -69]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
135.8537606168441,
58.60198974609375,
51.816
] | 8 |
6,223 | **[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 | 1723010080.149 | 23.774 | 84.254 | 60.960 | -84 | -80 | -100 | -78 | -83 | -72 | -75 | -81 |
| B | 1723010567.148 | 200.379 | 2.482 | 60.960 | -90 | -94 | -82 | -100 | -96 | -100 | -87 | -89 |
| C | 1723009920.144 | 152.831 | 17.159 | 60.960 | -80 | -89 | -88 | -79 | -85 | -76 | -83 | -68 |
| D | 1723009877.161 | 31.415 | 33.322 | 60.960 | -80 | -74 | -75 | -100 | -67 | -69 | -62 | -100 |
| E | 1723010133.158 | 134.152 | 11.253 | 60.960 | -85 | -86 | -75 | -79 | -83 | -82 | -81 | -65 |
| F | 1723009785.147 | 134.152 | 85.475 | 60.960 | -84 | -84 | -80 | -82 | -85 | -81 | -82 | -82 |
| G | 1723010170.146 | 78.114 | 42.571 | 60.960 | -78 | -76 | -85 | -80 | -81 | -81 | -71 | -69 |
| H | 1723010072.154 | 61.132 | 86.430 | 60.960 | -73 | -70 | -73 | -74 | -65 | -74 | -66 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010223.248
- **Target RSSI fingerprint:** [-88, -82, -72, -81, -86, -85, -87, -80]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
103.58559022808919,
86.90770626068115,
60.96
] | 8 |
39,872 | **[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 | 1723689876.147 | 206.328 | 59.398 | 42.672 | -100 | -84 | -79 | -82 | -80 | -74 | -72 | -75 |
| B | 1723689753.151 | 157.081 | 50.082 | 42.672 | -87 | -86 | -81 | -81 | -84 | -76 | -78 | -74 |
| C | 1723690128.150 | 135.005 | 71.275 | 42.672 | -75 | -85 | -88 | -84 | -79 | -89 | -79 | -73 |
| D | 1723690219.149 | 155.383 | 1.924 | 42.672 | -100 | -93 | -86 | -88 | -87 | -86 | -70 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689672.163
- **Target RSSI fingerprint:** [-100, -90, -100, -100, -87, -84, -83, -84]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98792831366262,
46.85770511627197,
42.672000000000004
] | 4 |
28,055 | **[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 | 1725938119.148 | 1.698 | 29.580 | 30.480 | -69 | -68 | -68 | -68 | -100 | -66 | -65 | -57 |
| B | 1725937992.152 | 8.491 | 65.264 | 30.480 | -73 | -76 | -68 | -83 | -62 | -61 | -48 | -69 |
| C | 1725938141.162 | 16.981 | 113.488 | 30.480 | -70 | -73 | -71 | -72 | -68 | -71 | -51 | -63 |
| D | 1725937848.164 | 75.567 | 64.733 | 30.480 | -82 | -78 | -85 | -78 | -72 | -81 | -75 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938167.148
- **Target RSSI fingerprint:** [-83, -77, -82, -78, -68, -86, -85, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
69.62357653871014,
81.42704010009766,
30.48
] | 4 |
44,825 | **[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 | 1724128265.135 | 1.698 | 118.504 | 51.816 | -100 | -98 | -100 | -90 | -92 | -100 | -82 | -83 |
| B | 1724128820.122 | 84.909 | 58.310 | 51.816 | -78 | -83 | -80 | -77 | -84 | -77 | -77 | -65 |
| C | 1724128941.123 | 139.250 | 43.102 | 51.816 | -73 | -81 | -72 | -81 | -79 | -78 | -100 | -70 |
| D | 1724128501.159 | 114.627 | 98.108 | 51.816 | -82 | -80 | -70 | -83 | -83 | -81 | -76 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724128978.142
- **Target RSSI fingerprint:** [-70, -78, -77, -100, -80, -79, -64, -66]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
31.416182142645205,
54.12987232208252,
51.816
] | 4 |
1,991 | **[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 | 1731999635.219 | 94.246 | 120.588 | 42.672 | -85 | -82 | -84 | -79 | -90 | -75 | -77 | -80 |
| B | 1732000139.201 | 145.190 | 129.041 | 42.672 | -100 | -78 | -90 | -100 | -90 | -72 | -57 | -84 |
| C | 1732000173.236 | 76.416 | 65.038 | 42.672 | -81 | -81 | -69 | -86 | -77 | -90 | -87 | -73 |
| D | 1731999815.242 | 110.378 | 99.661 | 42.672 | -90 | -89 | -85 | -83 | -78 | -81 | -70 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731999603.217
- **Target RSSI fingerprint:** [-87, -89, -78, -82, -78, -82, -85, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
60.283443673081436,
118.76988410949707,
42.672000000000004
] | 4 |
28,038 | **[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 | 1725942941.155 | 106.133 | 39.771 | 60.960 | -71 | -74 | -72 | -73 | -74 | -66 | -68 | -68 |
| B | 1725943297.158 | 1.698 | 29.381 | 60.960 | -69 | -76 | -67 | -75 | -74 | -67 | -72 | -69 |
| C | 1725943023.145 | 19.529 | 117.682 | 60.960 | -86 | -79 | -85 | -81 | -75 | -69 | -74 | -76 |
| D | 1725943475.177 | 61.982 | 38.471 | 60.960 | -73 | -73 | -72 | -75 | -77 | -74 | -71 | -70 |
| E | 1725943515.156 | 35.661 | 17.305 | 60.960 | -81 | -75 | -82 | -79 | -74 | -69 | -72 | -73 |
| F | 1725943266.155 | 92.548 | 21.365 | 60.960 | -77 | -76 | -78 | -74 | -72 | -74 | -73 | -68 |
| G | 1725943348.147 | 102.737 | 38.962 | 60.960 | -79 | -71 | -79 | -80 | -79 | -78 | -78 | -73 |
| H | 1725943207.149 | 8.491 | 60.181 | 60.960 | -77 | -79 | -73 | -72 | -72 | -76 | -79 | -73 |
| I | 1725943408.172 | 7.642 | 57.726 | 60.960 | -79 | -76 | -71 | -72 | -68 | -74 | -69 | -70 |
| J | 1725942921.168 | 74.718 | 11.253 | 60.960 | -74 | -72 | -77 | -74 | -72 | -71 | -65 | -79 |
| K | 1725943209.148 | 10.189 | 70.439 | 60.960 | -75 | -80 | -72 | -73 | -77 | -77 | -82 | -74 |
| L | 1725943115.155 | 45.850 | 11.877 | 60.960 | -77 | -71 | -80 | -77 | -69 | -68 | -68 | -72 |
| M | 1725943126.217 | 97.643 | 0.902 | 60.960 | -84 | -77 | -85 | -75 | -72 | -75 | -67 | -71 |
| N | 1725943436.157 | 52.642 | 87.797 | 60.960 | -74 | -81 | -69 | -75 | -77 | -78 | -79 | -68 |
| O | 1725943125.166 | 95.096 | 1.526 | 60.960 | -82 | -71 | -82 | -74 | -71 | -67 | -67 | -70 |
| P | 1725943168.169 | 60.284 | 48.185 | 60.960 | -72 | -76 | -68 | -74 | -78 | -79 | -75 | -61 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943016.165
- **Target RSSI fingerprint:** [-82, -79, -73, -73, -76, -80, -79, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
16.132291851663524,
107.23792552947998,
60.96
] | 16 |
39,278 | **[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 | 1723691677.147 | 144.345 | 12.050 | 51.816 | -84 | -78 | -77 | -84 | -79 | -68 | -70 | -78 |
| B | 1723691747.133 | 228.404 | 94.896 | 51.816 | -83 | -74 | -84 | -73 | -78 | -76 | -74 | -79 |
| C | 1723691368.128 | 194.441 | 129.333 | 51.816 | -77 | -79 | -87 | -75 | -81 | -79 | -82 | -77 |
| D | 1723691802.147 | 140.099 | 43.195 | 51.816 | -100 | -100 | -80 | -77 | -73 | -82 | -79 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691653.140
- **Target RSSI fingerprint:** [-75, -100, -88, -81, -85, -74, -76, -76]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
208.8751340379617,
62.43712902069092,
51.816
] | 4 |
13,086 | **[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 | 1723010264.160 | 121.416 | 5.096 | 60.960 | -100 | -81 | -86 | -76 | -89 | -69 | -84 | -72 |
| B | 1723009972.152 | 0.849 | 85.342 | 60.960 | -74 | -80 | -76 | -77 | -77 | -74 | -66 | -74 |
| C | 1723010239.146 | 137.548 | 65.012 | 60.960 | -79 | -83 | -77 | -75 | -71 | -76 | -76 | -82 |
| D | 1723009862.170 | 0.849 | 81.679 | 60.960 | -73 | -83 | -100 | -81 | -100 | -77 | -66 | -72 |
| E | 1723010355.144 | 123.963 | 10.032 | 60.960 | -77 | -78 | -72 | -76 | -71 | -76 | -75 | -63 |
| F | 1723010115.154 | 48.397 | 9.130 | 60.960 | -66 | -83 | -75 | -78 | -82 | -77 | -70 | -73 |
| G | 1723010063.155 | 71.321 | 74.473 | 60.960 | -67 | -81 | -80 | -76 | -81 | -79 | -70 | -72 |
| H | 1723009764.163 | 182.548 | 36.029 | 60.960 | -100 | -74 | -81 | -79 | -76 | -79 | -75 | -74 |
| I | 1723010387.137 | 108.680 | 43.553 | 60.960 | -81 | -82 | -85 | -73 | -90 | -74 | -84 | -69 |
| J | 1723010244.155 | 146.039 | 40.156 | 60.960 | -67 | -75 | -74 | -75 | -69 | -77 | -73 | -79 |
| K | 1723009991.148 | 69.623 | 85.992 | 60.960 | -74 | -86 | -76 | -84 | -71 | -85 | -74 | -100 |
| L | 1723009797.174 | 151.982 | 25.108 | 60.960 | -79 | -80 | -75 | -79 | -71 | -77 | -79 | -78 |
| M | 1723010449.137 | 119.718 | 87.147 | 60.960 | -81 | -87 | -77 | -85 | -71 | -81 | -80 | -79 |
| N | 1723010568.164 | 199.530 | 2.110 | 60.960 | -102 | -97 | -88 | -99 | -83 | -101 | -100 | -96 |
| O | 1723010471.152 | 173.209 | 43.315 | 60.960 | -84 | -85 | -77 | -86 | -71 | -81 | -83 | -77 |
| P | 1723009912.148 | 151.982 | 9.050 | 60.960 | -100 | -82 | -77 | -83 | -76 | -83 | -81 | -59 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723010260.148
- **Target RSSI fingerprint:** [-100, -73, -85, -77, -92, -68, -87, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.64245211736872,
5.255069732666016,
60.96
] | 16 |
13,659 | **[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 | 1722833552.175 | 29.717 | 39.148 | 60.960 | -89 | -94 | -89 | -86 | -80 | -89 | -76 | -77 |
| B | 1722833760.156 | 47.548 | 44.124 | 60.960 | -92 | -95 | -87 | -85 | -82 | -88 | -79 | -78 |
| C | 1722833905.165 | 82.359 | 112.320 | 60.960 | -87 | -80 | -88 | -80 | -91 | -88 | -80 | -80 |
| D | 1722833614.171 | 68.774 | 6.622 | 60.960 | -100 | -88 | -100 | -100 | -79 | -100 | -83 | -81 |
| E | 1722833883.144 | 124.812 | 58.801 | 60.960 | -76 | -78 | -77 | -78 | -82 | -64 | -76 | -79 |
| F | 1722833933.191 | 1.698 | 59.159 | 60.960 | -84 | -85 | -83 | -84 | -81 | -71 | -78 | -80 |
| G | 1722833723.150 | 50.944 | 102.062 | 60.960 | -80 | -84 | -78 | -84 | -88 | -86 | -85 | -79 |
| H | 1722833645.173 | 15.283 | 69.789 | 60.960 | -100 | -87 | -100 | -86 | -81 | -83 | -83 | -75 |
| I | 1722833668.172 | 79.812 | 55.324 | 60.960 | -85 | -89 | -89 | -85 | -73 | -84 | -80 | -81 |
| J | 1722833772.151 | 94.246 | 84.373 | 60.960 | -87 | -88 | -81 | -81 | -79 | -88 | -78 | -79 |
| K | 1722833438.163 | 4.245 | 57.275 | 60.960 | -100 | -84 | -76 | -73 | -91 | -73 | -76 | -77 |
| L | 1722833529.152 | 36.510 | 90.331 | 60.960 | -81 | -84 | -78 | -82 | -83 | -78 | -83 | -77 |
| M | 1722833775.163 | 101.888 | 91.977 | 60.960 | -81 | -81 | -81 | -77 | -79 | -80 | -75 | -80 |
| N | 1722833734.150 | 7.642 | 64.786 | 60.960 | -77 | -87 | -80 | -83 | -85 | -70 | -82 | -77 |
| O | 1722833486.161 | 113.774 | 50.626 | 60.960 | -74 | -77 | -76 | -75 | -82 | -61 | -75 | -80 |
| P | 1722833925.166 | 28.019 | 82.064 | 60.960 | -77 | -83 | -77 | -85 | -82 | -75 | -81 | -78 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833464.156
- **Target RSSI fingerprint:** [-90, -83, -86, -88, -71, -91, -76, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
51.79281592164259,
79.11799430847168,
60.96
] | 16 |
37,317 | **[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 | 1723693659.147 | 188.497 | 41.178 | 60.960 | -82 | -84 | -83 | -80 | -82 | -74 | -72 | -82 |
| B | 1723693287.157 | 123.967 | 46.446 | 60.960 | -75 | -77 | -81 | -69 | -77 | -68 | -80 | -63 |
| C | 1723693122.164 | 178.308 | 61.920 | 60.960 | -100 | -100 | -77 | -100 | -69 | -77 | -73 | -100 |
| D | 1723693389.142 | 123.117 | 66.816 | 60.960 | -82 | -82 | -84 | -76 | -79 | -77 | -71 | -68 |
| E | 1723693444.148 | 228.404 | 81.905 | 60.960 | -84 | -79 | -70 | -83 | -70 | -100 | -79 | -84 |
| F | 1723693598.153 | 122.268 | 50.162 | 60.960 | -100 | -79 | -78 | -80 | -71 | -78 | -72 | -77 |
| G | 1723693568.140 | 202.082 | 132.677 | 60.960 | -82 | -83 | -81 | -82 | -81 | -79 | -77 | -82 |
| H | 1723693047.189 | 47.549 | 53.811 | 60.960 | -100 | -77 | -78 | -75 | -100 | -71 | -82 | -77 |
| I | 1723693700.166 | 45.851 | 49.061 | 60.960 | -100 | -78 | -100 | -79 | -81 | -78 | -68 | -69 |
| J | 1723693333.137 | 189.346 | 41.722 | 60.960 | -71 | -82 | -85 | -81 | -81 | -79 | -84 | -70 |
| K | 1723693215.140 | 157.930 | 55.974 | 60.960 | -67 | -80 | -82 | -78 | -81 | -76 | -78 | -62 |
| L | 1723693667.145 | 158.779 | 12.633 | 60.960 | -89 | -84 | -84 | -77 | -83 | -77 | -72 | -78 |
| M | 1723693501.146 | 135.854 | 77.380 | 60.960 | -74 | -79 | -80 | -81 | -78 | -77 | -77 | -65 |
| N | 1723693361.157 | 205.479 | 128.431 | 60.960 | -63 | -75 | -69 | -75 | -70 | -100 | -100 | -66 |
| O | 1723693173.152 | 183.403 | 115.346 | 60.960 | -78 | -100 | -71 | -78 | -81 | -76 | -76 | -76 |
| P | 1723693268.158 | 153.685 | 7.577 | 60.960 | -81 | -83 | -84 | -77 | -83 | -76 | -71 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693391.187
- **Target RSSI fingerprint:** [-77, -78, -81, -75, -74, -75, -69, -67]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
116.32476627292452,
61.614365577697754,
60.96
] | 16 |
43,514 | **[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 | 1723690237.155 | 72.172 | 40.289 | 42.672 | -100 | -100 | -74 | -79 | -76 | -76 | -70 | -71 |
| B | 1723689861.147 | 181.704 | 71.766 | 42.672 | -82 | -74 | -84 | -72 | -87 | -82 | -80 | -79 |
| C | 1723689585.157 | 33.963 | 68.077 | 42.672 | -100 | -81 | -81 | -100 | -75 | -80 | -69 | -75 |
| D | 1723690098.207 | 215.668 | 119.526 | 42.672 | -67 | -79 | -85 | -78 | -71 | -71 | -85 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723690049.303
- **Target RSSI fingerprint:** [-100, -100, -82, -87, -76, -78, -81, -87]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.17540649961018,
101.78380012512207,
42.672000000000004
] | 4 |
40,878 | **[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 | 1723690023.151 | 141.797 | 28.014 | 42.672 | -86 | -85 | -84 | -81 | -71 | -79 | -79 | -68 |
| B | 1723689892.147 | 230.102 | 93.052 | 42.672 | -88 | -85 | -82 | -84 | -100 | -73 | -71 | -74 |
| C | 1723689824.171 | 140.099 | 33.362 | 42.672 | -81 | -88 | -82 | -83 | -70 | -73 | -78 | -72 |
| D | 1723689590.141 | 58.587 | 57.262 | 42.672 | -83 | -100 | -100 | -80 | -72 | -100 | -82 | -77 |
| E | 1723690139.163 | 135.854 | 53.692 | 42.672 | -82 | -82 | -74 | -75 | -80 | -85 | -74 | -78 |
| F | 1723689797.198 | 207.177 | 52.617 | 42.672 | -90 | -87 | -83 | -85 | -72 | -76 | -81 | -71 |
| G | 1723689978.154 | 224.159 | 111.192 | 42.672 | -86 | -86 | -87 | -83 | -100 | -91 | -79 | -89 |
| H | 1723689802.167 | 189.346 | 33.906 | 42.672 | -87 | -85 | -85 | -83 | -80 | -82 | -85 | -78 |
| I | 1723689827.150 | 132.457 | 47.004 | 42.672 | -84 | -81 | -82 | -82 | -69 | -78 | -74 | -70 |
| J | 1723689748.151 | 145.194 | 36.892 | 42.672 | -100 | -80 | -75 | -71 | -100 | -70 | -74 | -83 |
| K | 1723689885.154 | 233.499 | 86.881 | 42.672 | -81 | -81 | -82 | -85 | -100 | -100 | -83 | -100 |
| L | 1723689617.152 | 155.383 | 15.938 | 42.672 | -87 | -90 | -85 | -80 | -72 | -85 | -100 | -77 |
| M | 1723690004.144 | 180.855 | 27.178 | 42.672 | -87 | -80 | -82 | -83 | -80 | -89 | -90 | -82 |
| N | 1723690101.159 | 209.724 | 132.491 | 42.672 | -82 | -82 | -78 | -86 | -87 | -67 | -81 | -73 |
| O | 1723690195.168 | 215.668 | 61.575 | 42.672 | -90 | -87 | -87 | -84 | -79 | -78 | -81 | -75 |
| P | 1723689631.194 | 125.665 | 64.030 | 42.672 | -80 | -78 | -76 | -78 | -70 | -72 | -74 | -66 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723689719.144
- **Target RSSI fingerprint:** [-89, -86, -88, -89, -87, -87, -83, -91]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
169.81717958074364,
103.6283826828003,
42.672000000000004
] | 16 |
30,201 | **[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 | 1723693301.157 | 138.401 | 78.428 | 60.960 | -76 | -78 | -100 | -77 | -73 | -79 | -72 | -65 |
| B | 1723693362.153 | 204.630 | 131.669 | 60.960 | -100 | -75 | -78 | -74 | -78 | -70 | -66 | -69 |
| C | 1723693089.152 | 127.363 | 53.519 | 60.960 | -83 | -71 | -81 | -77 | -72 | -82 | -74 | -62 |
| D | 1723693191.153 | 118.872 | 61.760 | 60.960 | -85 | -78 | -70 | -79 | -79 | -84 | -81 | -67 |
| E | 1723693414.157 | 151.137 | 48.079 | 60.960 | -74 | -100 | -74 | -77 | -73 | -82 | -68 | -61 |
| F | 1723693426.156 | 198.686 | 90.199 | 60.960 | -76 | -79 | -79 | -76 | -76 | -70 | -66 | -67 |
| G | 1723693219.146 | 172.364 | 68.860 | 60.960 | -73 | -78 | -76 | -76 | -72 | -72 | -65 | -62 |
| H | 1723693373.172 | 185.950 | 118.319 | 60.960 | -78 | -84 | -77 | -86 | -77 | -73 | -79 | -80 |
| I | 1723693386.155 | 135.005 | 76.597 | 60.960 | -77 | -82 | -71 | -83 | -75 | -84 | -75 | -66 |
| J | 1723693557.152 | 211.422 | 113.780 | 60.960 | -100 | -72 | -78 | -72 | -100 | -66 | -65 | -68 |
| K | 1723693115.147 | 163.874 | 91.990 | 60.960 | -79 | -79 | -78 | -82 | -79 | -78 | -83 | -78 |
| L | 1723693429.162 | 209.724 | 100.258 | 60.960 | -74 | -81 | -78 | -74 | -77 | -74 | -66 | -68 |
| M | 1723693123.180 | 180.006 | 57.753 | 60.960 | -80 | -84 | -75 | -74 | -81 | -82 | -82 | -80 |
| N | 1723693097.146 | 124.816 | 63.207 | 60.960 | -78 | -80 | -76 | -80 | -77 | -83 | -78 | -66 |
| O | 1723693522.150 | 179.157 | 57.023 | 60.960 | -79 | -81 | -75 | -72 | -80 | -81 | -80 | -79 |
| P | 1723693108.152 | 160.477 | 98.028 | 60.960 | -79 | -78 | -80 | -81 | -74 | -78 | -73 | -68 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723693250.162
- **Target RSSI fingerprint:** [-78, -78, -78, -82, -74, -77, -81, -100]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
221.61141603819928,
72.88091659545898,
60.96
] | 16 |
24,782 | **[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 | 1725940957.151 | 21.227 | 26.819 | 51.816 | -78 | -81 | -77 | -76 | -76 | -77 | -72 | -70 |
| B | 1725940902.159 | 105.284 | 42.624 | 51.816 | -75 | -75 | -80 | -81 | -80 | -79 | -79 | -60 |
| C | 1725941112.164 | 101.039 | 28.810 | 51.816 | -76 | -74 | -100 | -79 | -100 | -100 | -100 | -60 |
| D | 1725941218.145 | 59.435 | 55.205 | 51.816 | -100 | -76 | -68 | -77 | -73 | -73 | -70 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941014.159
- **Target RSSI fingerprint:** [-75, -76, -74, -78, -77, -77, -78, -62]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
62.83103513184738,
71.43444538116455,
51.816
] | 4 |
889 | **[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 | 1723010303.170 | 36.510 | 83.895 | 60.960 | -77 | -76 | -79 | -74 | -74 | -69 | -77 | -72 |
| B | 1723010005.167 | 129.907 | 88.792 | 60.960 | -88 | -79 | -86 | -83 | -85 | -80 | -80 | -76 |
| C | 1723009853.155 | 35.661 | 84.280 | 60.960 | -79 | -80 | -79 | -70 | -72 | -74 | -81 | -70 |
| D | 1723010452.142 | 130.756 | 88.221 | 60.960 | -88 | -83 | -87 | -84 | -87 | -76 | -80 | -79 |
| E | 1723009967.151 | 10.189 | 70.001 | 60.960 | -80 | -79 | -73 | -73 | -72 | -75 | -74 | -66 |
| F | 1723010401.139 | 39.906 | 43.567 | 60.960 | -82 | -77 | -77 | -71 | -70 | -73 | -64 | -71 |
| G | 1723010166.143 | 97.642 | 42.863 | 60.960 | -77 | -78 | -73 | -79 | -72 | -80 | -72 | -83 |
| H | 1723010433.151 | 40.755 | 84.997 | 60.960 | -87 | -83 | -89 | -82 | -84 | -73 | -83 | -73 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723009896.152
- **Target RSSI fingerprint:** [-83, -100, -80, -83, -79, -79, -65, -74]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
79.81184820852773,
6.834244728088379,
60.96
] | 8 |
36,820 | **[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 | 1724126687.161 | 112.928 | 30.893 | 42.672 | -86 | -89 | -100 | -89 | -81 | -79 | -89 | -82 |
| B | 1724126824.155 | 35.662 | 40.501 | 42.672 | -70 | -100 | -100 | -79 | -82 | -68 | -67 | -54 |
| C | 1724126975.133 | 140.099 | 40.501 | 42.672 | -85 | -89 | -86 | -73 | -82 | -82 | -100 | -84 |
| D | 1724126722.135 | 86.607 | 83.205 | 42.672 | -81 | -100 | -86 | -78 | -84 | -84 | -69 | -79 |
| E | 1724127061.156 | 140.948 | 45.624 | 42.672 | -86 | -83 | -76 | -83 | -77 | -74 | -89 | -78 |
| F | 1724126676.138 | 95.947 | 26.275 | 42.672 | -70 | -73 | -81 | -79 | -87 | -78 | -76 | -71 |
| G | 1724126666.136 | 74.720 | 71.912 | 42.672 | -69 | -76 | -84 | -100 | -78 | -76 | -79 | -79 |
| H | 1724127138.154 | 116.325 | 65.330 | 42.672 | -100 | -87 | -84 | -100 | -82 | -82 | -88 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724126835.163
- **Target RSSI fingerprint:** [-100, -83, -77, -84, -80, -79, -65, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
38.20887034290849,
60.03519058227539,
42.672000000000004
] | 8 |
28,020 | **[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 | 1725938122.146 | 4.245 | 45.796 | 30.480 | -65 | -65 | -60 | -74 | -100 | -55 | -100 | -53 |
| B | 1725937718.152 | 69.624 | 79.728 | 30.480 | -83 | -76 | -82 | -80 | -76 | -82 | -67 | -74 |
| C | 1725938090.150 | 58.586 | 34.330 | 30.480 | -81 | -85 | -83 | -73 | -75 | -78 | -70 | -63 |
| D | 1725937862.147 | 60.284 | 57.739 | 30.480 | -80 | -79 | -83 | -77 | -73 | -80 | -62 | -69 |
| E | 1725938040.134 | 97.643 | 0.000 | 30.480 | -80 | -83 | -84 | -83 | -77 | -83 | -81 | -67 |
| F | 1725938225.149 | 4.245 | 50.600 | 30.480 | -81 | -80 | -71 | -71 | -72 | -65 | -70 | -60 |
| G | 1725938058.137 | 101.039 | 37.980 | 30.480 | -85 | -82 | -81 | -77 | -74 | -81 | -64 | -68 |
| H | 1725937990.153 | 12.736 | 62.676 | 30.480 | -70 | -73 | -61 | -76 | -73 | -55 | -64 | -66 |
| I | 1725937720.139 | 76.416 | 74.142 | 30.480 | -83 | -81 | -83 | -78 | -69 | -78 | -70 | -75 |
| J | 1725938057.146 | 100.190 | 33.614 | 30.480 | -85 | -83 | -84 | -77 | -73 | -79 | -62 | -67 |
| K | 1725938092.155 | 56.888 | 23.860 | 30.480 | -82 | -88 | -85 | -74 | -80 | -81 | -77 | -76 |
| L | 1725937853.155 | 63.680 | 77.526 | 30.480 | -79 | -75 | -78 | -75 | -70 | -81 | -68 | -73 |
| M | 1725937709.151 | 58.586 | 89.814 | 30.480 | -72 | -69 | -68 | -80 | -68 | -63 | -69 | -67 |
| N | 1725937913.165 | 11.038 | 93.357 | 30.480 | -78 | -75 | -79 | -100 | -100 | -49 | -66 | -58 |
| O | 1725937721.160 | 79.812 | 70.930 | 30.480 | -85 | -82 | -82 | -78 | -70 | -76 | -67 | -73 |
| P | 1725938104.149 | 36.510 | 11.054 | 30.480 | -79 | -80 | -75 | -80 | -75 | -72 | -86 | -71 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725938279.136
- **Target RSSI fingerprint:** [-80, -81, -82, -67, -76, -74, -80, -61]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
54.34035242045669,
6.9934892654418945,
30.48
] | 16 |
23,952 | **[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 | 1725943058.153 | 103.586 | 21.153 | 60.960 | -71 | -72 | -79 | -73 | -75 | -77 | -77 | -59 |
| B | 1725942891.171 | 38.208 | 12.806 | 60.960 | -100 | -100 | -100 | -100 | -100 | -65 | -63 | -100 |
| C | 1725943169.148 | 59.435 | 43.580 | 60.960 | -71 | -76 | -77 | -74 | -69 | -75 | -71 | -61 |
| D | 1725942927.162 | 101.039 | 4.883 | 60.960 | -79 | -76 | -75 | -76 | -81 | -75 | -64 | -77 |
| E | 1725943206.172 | 7.642 | 55.205 | 60.960 | -78 | -77 | -76 | -72 | -73 | -70 | -70 | -72 |
| F | 1725942987.154 | 33.963 | 12.182 | 60.960 | -74 | -75 | -75 | -74 | -77 | -75 | -75 | -70 |
| G | 1725943356.160 | 73.869 | 65.410 | 60.960 | -86 | -69 | -77 | -84 | -78 | -76 | -77 | -82 |
| H | 1725943279.147 | 34.812 | 47.853 | 60.960 | -78 | -76 | -76 | -73 | -71 | -71 | -73 | -70 |
| I | 1725943122.153 | 81.511 | 4.538 | 60.960 | -76 | -73 | -75 | -78 | -81 | -72 | -69 | -69 |
| J | 1725943439.174 | 65.378 | 78.335 | 60.960 | -73 | -79 | -76 | -76 | -68 | -74 | -79 | -67 |
| K | 1725943004.150 | 4.245 | 44.151 | 60.960 | -78 | -77 | -76 | -72 | -70 | -74 | -76 | -71 |
| L | 1725942984.169 | 49.246 | 11.253 | 60.960 | -78 | -75 | -73 | -75 | -80 | -75 | -70 | -70 |
| M | 1725943353.154 | 85.756 | 55.046 | 60.960 | -85 | -68 | -74 | -81 | -79 | -77 | -79 | -80 |
| N | 1725943500.162 | 2.547 | 31.331 | 60.960 | -68 | -79 | -74 | -73 | -68 | -72 | -76 | -70 |
| O | 1725943342.146 | 106.133 | 36.998 | 60.960 | -71 | -75 | -70 | -73 | -72 | -76 | -69 | -67 |
| P | 1725943372.153 | 58.586 | 39.307 | 60.960 | -67 | -76 | -70 | -72 | -67 | -74 | -76 | -63 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725943002.168
- **Target RSSI fingerprint:** [-73, -78, -77, -72, -70, -73, -75, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
2.547203976578451,
32.738022804260254,
60.96
] | 16 |
911 | **[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 | 1723006689.144 | 26.321 | 81.626 | 42.672 | -80 | -80 | -78 | -67 | -68 | -81 | -100 | -71 |
| B | 1723006355.136 | 16.132 | 57.501 | 42.672 | -81 | -90 | -80 | -83 | -81 | -71 | -79 | -68 |
| C | 1723006951.151 | 157.926 | 62.212 | 42.672 | -86 | -73 | -73 | -69 | -74 | -83 | -74 | -71 |
| D | 1723007042.152 | 209.718 | 4.830 | 42.672 | -100 | -98 | -100 | -97 | -99 | -104 | -101 | -107 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006541.161
- **Target RSSI fingerprint:** [-89, -91, -90, -83, -84, -90, -79, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
78.96278587194107,
48.63593578338623,
42.672000000000004
] | 4 |
40,176 | **[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 | 1723697975.149 | 103.588 | 64.003 | 51.816 | -83 | -80 | -79 | -84 | -79 | -77 | -83 | -69 |
| B | 1723698141.150 | 115.476 | 58.416 | 51.816 | -78 | -75 | -69 | -76 | -68 | -77 | -83 | -71 |
| C | 1723697991.147 | 32.265 | 27.456 | 51.816 | -78 | -80 | -78 | -79 | -77 | -84 | -84 | -67 |
| D | 1723698131.157 | 121.419 | 44.827 | 51.816 | -69 | -76 | -73 | -71 | -74 | -80 | -76 | -77 |
| E | 1723698294.196 | 62.832 | 14.319 | 51.816 | -71 | -78 | -76 | -73 | -74 | -82 | -79 | -72 |
| F | 1723698103.144 | 33.963 | 16.721 | 51.816 | -77 | -77 | -100 | -81 | -100 | -80 | -71 | -73 |
| G | 1723698119.154 | 68.776 | 16.601 | 51.816 | -70 | -78 | -72 | -72 | -73 | -83 | -79 | -70 |
| H | 1723698274.145 | 22.925 | 40.169 | 51.816 | -86 | -79 | -100 | -76 | -100 | -77 | -76 | -74 |
| I | 1723698366.152 | 41.605 | 62.955 | 51.816 | -89 | -75 | -77 | -76 | -74 | -80 | -71 | -73 |
| J | 1723698387.145 | 102.739 | 79.702 | 51.816 | -86 | -100 | -76 | -77 | -77 | -71 | -79 | -76 |
| K | 1723698259.151 | 48.398 | 61.681 | 51.816 | -86 | -77 | -77 | -83 | -74 | -76 | -80 | -66 |
| L | 1723698567.145 | 4.245 | 59.000 | 51.816 | -100 | -100 | -100 | -102 | -98 | -94 | -85 | -75 |
| M | 1723698001.123 | 22.076 | 41.722 | 51.816 | -79 | -100 | -77 | -72 | -75 | -76 | -62 | -63 |
| N | 1723698385.177 | 97.645 | 88.341 | 51.816 | -82 | -78 | -81 | -74 | -79 | -73 | -81 | -80 |
| O | 1723698390.164 | 112.079 | 67.480 | 51.816 | -79 | -78 | -78 | -77 | -76 | -72 | -81 | -77 |
| P | 1723698339.140 | 47.549 | 35.087 | 51.816 | -100 | -77 | -74 | -100 | -73 | -71 | -70 | -65 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723698020.140
- **Target RSSI fingerprint:** [-82, -78, -74, -77, -75, -82, -81, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.07778169631803,
75.1103401184082,
51.816
] | 16 |
752 | **[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 | 1723008020.155 | 18.679 | 54.382 | 51.816 | -82 | -69 | -68 | -76 | -71 | -74 | -73 | -76 |
| B | 1723008239.174 | 3.396 | 80.657 | 51.816 | -77 | -79 | -84 | -78 | -81 | -76 | -71 | -78 |
| C | 1723008059.141 | 151.133 | 8.214 | 51.816 | -84 | -78 | -77 | -65 | -80 | -76 | -77 | -74 |
| D | 1723007965.159 | 104.435 | 0.385 | 51.816 | -75 | -75 | -73 | -73 | -78 | -83 | -84 | -89 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008017.164
- **Target RSSI fingerprint:** [-78, -69, -74, -80, -69, -74, -77, -75]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
10.188746521604683,
67.69219875335693,
51.816
] | 4 |
20,102 | **[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 | 1723003135.149 | 24.623 | 12.965 | 51.816 | -72 | -100 | -71 | -73 | -75 | -83 | -70 | -73 |
| B | 1723003009.153 | 11.038 | 90.119 | 51.816 | -86 | -83 | -78 | -79 | -74 | -81 | -77 | -75 |
| C | 1723003258.146 | 123.963 | 83.948 | 51.816 | -89 | -85 | -89 | -83 | -87 | -65 | -76 | -71 |
| D | 1723003150.139 | 69.623 | 10.125 | 51.816 | -73 | -77 | -82 | -76 | -76 | -78 | -69 | -62 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723003407.160
- **Target RSSI fingerprint:** [-84, -75, -75, -77, -84, -75, -80, -58]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
97.64215488811863,
47.401790618896484,
51.816
] | 4 |
14,517 | **[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 | 1723007927.147 | 138.397 | 83.219 | 51.816 | -79 | -72 | -82 | -81 | -75 | -82 | -77 | -83 |
| B | 1723008367.144 | 89.152 | 88.129 | 51.816 | -86 | -100 | -89 | -76 | -68 | -84 | -70 | -76 |
| C | 1723008056.160 | 137.548 | 8.506 | 51.816 | -87 | -84 | -81 | -67 | -80 | -85 | -71 | -72 |
| D | 1723008544.167 | 67.925 | 40.780 | 51.816 | -82 | -76 | -75 | -73 | -63 | -77 | -100 | -74 |
| E | 1723008495.160 | 90.850 | 9.276 | 51.816 | -84 | -82 | -83 | -100 | -100 | -73 | -77 | -71 |
| F | 1723008579.168 | 31.415 | 85.236 | 51.816 | -82 | -83 | -79 | -100 | -100 | -70 | -71 | -73 |
| G | 1723008414.136 | 107.831 | 1.500 | 51.816 | -76 | -77 | -76 | -79 | -80 | -79 | -88 | -83 |
| H | 1723008535.167 | 112.076 | 43.301 | 51.816 | -75 | -78 | -80 | -77 | -84 | -88 | -100 | -85 |
| I | 1723008196.143 | 101.038 | 0.955 | 51.816 | -92 | -89 | -87 | -79 | -83 | -81 | -88 | -82 |
| J | 1723008356.169 | 34.812 | 85.262 | 51.816 | -88 | -84 | -85 | -80 | -78 | -78 | -69 | -73 |
| K | 1723008532.139 | 126.510 | 44.137 | 51.816 | -80 | -79 | -79 | -78 | -81 | -88 | -91 | -87 |
| L | 1723008364.142 | 74.717 | 87.651 | 51.816 | -90 | -100 | -86 | -78 | -73 | -82 | -71 | -75 |
| M | 1723008171.147 | 157.077 | 16.588 | 51.816 | -81 | -71 | -74 | -100 | -100 | -83 | -71 | -73 |
| N | 1723008174.152 | 159.624 | 9.263 | 51.816 | -80 | -74 | -83 | -78 | -74 | -86 | -72 | -74 |
| O | 1723008401.153 | 161.322 | 7.883 | 51.816 | -78 | -72 | -82 | -81 | -77 | -84 | -71 | -73 |
| P | 1723008266.150 | 65.378 | 7.697 | 51.816 | -80 | -83 | -79 | -73 | -81 | -76 | -78 | -75 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723007984.145
- **Target RSSI fingerprint:** [-79, -85, -86, -81, -77, -76, -81, -82]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.86841228163395,
66.28553867340088,
51.816
] | 16 |
4,810 | **[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 | 1722833538.151 | 3.396 | 62.052 | 60.960 | -82 | -83 | -86 | -84 | -79 | -82 | -78 | -84 |
| B | 1722833512.159 | 78.963 | 115.678 | 60.960 | -85 | -82 | -81 | -79 | -85 | -82 | -81 | -88 |
| C | 1722833832.150 | 4.245 | 55.483 | 60.960 | -100 | -84 | -85 | -100 | -100 | -77 | -78 | -100 |
| D | 1722833706.171 | 90.001 | 103.071 | 60.960 | -84 | -90 | -82 | -87 | -87 | -76 | -88 | -78 |
| E | 1722833886.163 | 129.907 | 63.618 | 60.960 | -78 | -81 | -76 | -80 | -66 | -76 | -79 | -78 |
| F | 1722833785.162 | 120.567 | 76.822 | 60.960 | -83 | -84 | -83 | -78 | -82 | -79 | -88 | -80 |
| G | 1722833119.155 | 65.378 | 7.126 | 60.960 | -89 | -104 | -104 | -87 | -87 | -102 | -100 | -89 |
| H | 1722833424.182 | 57.736 | 16.601 | 60.960 | -100 | -86 | -82 | -75 | -79 | -79 | -77 | -72 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722834014.152
- **Target RSSI fingerprint:** [-83, -93, -86, -88, -83, -83, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
67.92500448740012,
3.795328140258789,
60.96
] | 8 |
1,643 | **[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 | 1731994220.230 | 62.831 | 6.874 | 51.816 | -81 | -85 | -66 | -76 | -85 | -92 | -74 | -80 |
| B | 1731994386.247 | 12.736 | 57.607 | 51.816 | -87 | -76 | -90 | -87 | -84 | -66 | -76 | -71 |
| C | 1731994829.232 | 118.869 | 63.260 | 51.816 | -79 | -83 | -86 | -78 | -75 | -71 | -71 | -74 |
| D | 1731994862.196 | 61.133 | 6.715 | 51.816 | -84 | -80 | -81 | -80 | -78 | -85 | -76 | -76 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994270.222
- **Target RSSI fingerprint:** [-86, -81, -80, -83, -73, -100, -78, -77]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
19.528439630595077,
42.717347145080566,
51.816
] | 4 |
20,563 | **[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 | 1723008541.172 | 82.359 | 41.496 | 51.816 | -100 | -80 | -89 | -83 | -88 | -78 | -78 | -77 |
| B | 1723008532.139 | 126.510 | 44.137 | 51.816 | -91 | -79 | -80 | -88 | -87 | -79 | -78 | -81 |
| C | 1723008386.161 | 141.793 | 67.453 | 51.816 | -70 | -71 | -78 | -82 | -76 | -80 | -77 | -70 |
| D | 1723008444.159 | 63.680 | 85.329 | 51.816 | -85 | -84 | -74 | -82 | -82 | -76 | -71 | -64 |
| E | 1723008268.154 | 74.717 | 7.989 | 51.816 | -76 | -82 | -86 | -70 | -72 | -81 | -70 | -79 |
| F | 1723008584.176 | 55.189 | 86.244 | 51.816 | -69 | -81 | -90 | -79 | -76 | -86 | -78 | -67 |
| G | 1723008249.157 | 28.019 | 38.298 | 51.816 | -75 | -80 | -70 | -73 | -75 | -66 | -100 | -66 |
| H | 1723008252.145 | 36.510 | 25.864 | 51.816 | -76 | -80 | -74 | -77 | -73 | -65 | -100 | -77 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723008626.147
- **Target RSSI fingerprint:** [-70, -88, -79, -82, -75, -87, -71, -79]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
196.98243275102388,
16.933002471923828,
51.816
] | 8 |
2,892 | **[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 | 1731994868.219 | 61.133 | 7.591 | 51.816 | -89 | -90 | -78 | -80 | -76 | -90 | -78 | -73 |
| B | 1731994934.219 | 68.774 | 0.106 | 51.816 | -98 | -71 | -93 | -100 | -98 | -97 | -96 | -91 |
| C | 1731994825.217 | 124.812 | 73.160 | 51.816 | -88 | -81 | -80 | -82 | -85 | -77 | -81 | -80 |
| D | 1731994460.208 | 44.151 | 28.292 | 51.816 | -79 | -73 | -82 | -83 | -87 | -83 | -73 | -83 |
| E | 1731994388.228 | 18.679 | 52.418 | 51.816 | -89 | -87 | -86 | -89 | -77 | -68 | -81 | -72 |
| F | 1731994517.232 | 83.208 | 39.705 | 51.816 | -92 | -86 | -80 | -86 | -87 | -79 | -81 | -77 |
| G | 1731994703.238 | 84.057 | 50.069 | 51.816 | -90 | -83 | -83 | -80 | -81 | -77 | -77 | -68 |
| H | 1731994658.211 | 33.963 | 34.755 | 51.816 | -88 | -81 | -83 | -87 | -87 | -80 | -76 | -81 |
| I | 1731994545.214 | 71.321 | 117.363 | 51.816 | -79 | -92 | -88 | -74 | -90 | -81 | -75 | -82 |
| J | 1731994397.210 | 30.566 | 51.317 | 51.816 | -83 | -84 | -88 | -85 | -84 | -80 | -74 | -77 |
| K | 1731994485.208 | 10.189 | 87.518 | 51.816 | -89 | -100 | -80 | -81 | -84 | -74 | -81 | -75 |
| L | 1731994263.230 | 50.944 | 23.555 | 51.816 | -82 | -69 | -100 | -82 | -81 | -83 | -77 | -76 |
| M | 1731994499.222 | 42.453 | 68.887 | 51.816 | -82 | -98 | -79 | -82 | -77 | -86 | -71 | -65 |
| N | 1731994346.211 | 84.057 | 109.016 | 51.816 | -79 | -100 | -84 | -71 | -86 | -74 | -70 | -82 |
| O | 1731994644.232 | 65.378 | 16.429 | 51.816 | -92 | -85 | -77 | -81 | -83 | -86 | -76 | -79 |
| P | 1731994952.237 | 78.114 | 1.884 | 51.816 | -103 | -94 | -95 | -99 | -87 | -97 | -98 | -83 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1731994784.228
- **Target RSSI fingerprint:** [-87, -83, -85, -86, -75, -67, -76, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
34.81156629801731,
47.34870910644531,
51.816
] | 16 |
317 | **[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 | 1722833863.137 | 72.170 | 61.084 | 60.960 | -88 | -90 | -88 | -84 | -87 | -75 | -81 | -79 |
| B | 1722833908.148 | 76.416 | 119.672 | 60.960 | -84 | -82 | -79 | -85 | -77 | -81 | -82 | -83 |
| C | 1722833857.154 | 49.246 | 81.294 | 60.960 | -88 | -81 | -90 | -86 | -88 | -72 | -83 | -77 |
| D | 1722833596.171 | 129.907 | 61.707 | 60.960 | -79 | -82 | -77 | -81 | -83 | -91 | -80 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1722833612.164
- **Target RSSI fingerprint:** [-90, -88, -100, -84, -87, -80, -82, -85]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
73.01937982395512,
11.1338472366333,
60.96
] | 4 |
31,429 | **[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 | 1724130246.145 | 135.854 | 40.103 | 60.960 | -84 | -82 | -83 | -76 | -79 | -72 | -74 | -74 |
| B | 1724129886.151 | 145.194 | 42.651 | 60.960 | -80 | -85 | -83 | -72 | -81 | -81 | -68 | -71 |
| C | 1724129800.136 | 37.360 | 57.063 | 60.960 | -74 | -77 | -71 | -100 | -75 | -78 | -77 | -70 |
| D | 1724130299.131 | 33.963 | 42.731 | 60.960 | -79 | -77 | -79 | -77 | -77 | -74 | -76 | -76 |
| E | 1724129802.129 | 41.605 | 47.959 | 60.960 | -74 | -76 | -74 | -100 | -75 | -74 | -76 | -69 |
| F | 1724130098.136 | 74.720 | 75.946 | 60.960 | -82 | -82 | -85 | -76 | -77 | -67 | -77 | -62 |
| G | 1724129915.121 | 73.021 | 72.032 | 60.960 | -79 | -81 | -79 | -76 | -79 | -71 | -74 | -63 |
| H | 1724130339.127 | 143.496 | 47.614 | 60.960 | -77 | -77 | -78 | -77 | -78 | -67 | -75 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1724130193.129
- **Target RSSI fingerprint:** [-83, -83, -84, -79, -83, -81, -72, -70]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
43.30338570841453,
26.208996772766113,
60.96
] | 8 |
36,209 | **[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 | 1723691412.148 | 159.628 | 59.637 | 51.816 | -87 | -86 | -76 | -82 | -75 | -79 | -76 | -75 |
| B | 1723691602.155 | 139.250 | 40.926 | 51.816 | -87 | -76 | -100 | -100 | -79 | -79 | -79 | -75 |
| C | 1723691551.157 | 219.913 | 105.911 | 51.816 | -100 | -71 | -72 | -100 | -83 | -73 | -76 | -79 |
| D | 1723691846.147 | 230.102 | 91.008 | 51.816 | -100 | -77 | -100 | -78 | -86 | -81 | -81 | -79 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723691578.140
- **Target RSSI fingerprint:** [-78, -85, -78, -76, -84, -79, -78, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
162.1754089481735,
99.35532093048096,
51.816
] | 4 |
41,837 | **[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 | 1724129988.135 | 97.645 | 20.171 | 60.960 | -82 | -100 | -79 | -72 | -73 | -73 | -69 | -63 |
| C | 1724130224.163 | 86.607 | 61.349 | 60.960 | -100 | -79 | -78 | -84 | -82 | -70 | -78 | -68 |
| D | 1724129944.133 | 59.436 | 32.008 | 60.960 | -80 | -75 | -76 | -76 | -81 | -75 | -68 | -71 |
**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
] | 4 |
8,527 | **[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 | 1723006486.135 | 131.605 | 91.181 | 42.672 | -78 | -79 | -100 | -75 | -82 | -82 | -72 | -71 |
| B | 1723006435.154 | 38.208 | 38.803 | 42.672 | -86 | -84 | -75 | -100 | -77 | -82 | -88 | -64 |
| C | 1723006587.165 | 34.812 | 26.581 | 42.672 | -83 | -87 | -100 | -73 | -71 | -73 | -77 | -69 |
| D | 1723006406.147 | 148.586 | 29.381 | 42.672 | -88 | -93 | -81 | -80 | -92 | -93 | -89 | -83 |
| E | 1723006299.181 | 109.529 | 3.331 | 42.672 | -70 | -78 | -100 | -100 | -74 | -78 | -83 | -100 |
| F | 1723006806.150 | 22.925 | 49.711 | 42.672 | -88 | -72 | -100 | -68 | -73 | -84 | -89 | -66 |
| G | 1723006800.139 | 5.943 | 73.040 | 42.672 | -79 | -80 | -79 | -69 | -75 | -78 | -79 | -74 |
| H | 1723006754.146 | 95.944 | 5.202 | 42.672 | -75 | -77 | -80 | -100 | -79 | -85 | -90 | -85 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1723006515.142
- **Target RSSI fingerprint:** [-76, -72, -78, -86, -79, -86, -84, -83]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
148.58588739343747,
6.966948509216309,
42.672000000000004
] | 8 |
21,116 | **[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 | 1731999546.245 | 60.283 | 66.232 | 42.672 | -84 | -84 | -81 | -79 | -79 | -87 | -87 | -80 |
| B | 1732000180.249 | 50.095 | 42.266 | 42.672 | -83 | -76 | -76 | -84 | -73 | -86 | -82 | -82 |
| C | 1731999838.222 | 140.095 | 129.108 | 42.672 | -73 | -79 | -79 | -77 | -78 | -74 | -70 | -61 |
| D | 1731999539.247 | 29.717 | 42.598 | 42.672 | -100 | -91 | -79 | -82 | -81 | -88 | -85 | -81 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1732000040.230
- **Target RSSI fingerprint:** [-79, -83, -78, -80, -84, -86, -75, -89]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
142.6425146067279,
122.43250846862793,
42.672000000000004
] | 4 |
22,353 | **[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 | 1725940971.153 | 90.850 | 15.553 | 51.816 | -75 | -77 | -81 | -78 | -73 | -73 | -74 | -70 |
| B | 1725940857.147 | 13.585 | 92.548 | 51.816 | -78 | -74 | -56 | -71 | -78 | -76 | -77 | -71 |
| C | 1725941035.159 | 25.472 | 27.417 | 51.816 | -82 | -75 | -84 | -73 | -100 | -100 | -100 | -71 |
| D | 1725940813.163 | 61.982 | 66.869 | 51.816 | -75 | -100 | -76 | -76 | -76 | -75 | -75 | -61 |
| E | 1725941449.151 | 34.812 | 27.602 | 51.816 | -100 | -100 | -67 | -100 | -100 | -60 | -69 | -100 |
| F | 1725941239.158 | 11.887 | 29.911 | 51.816 | -75 | -77 | -78 | -74 | -64 | -66 | -65 | -71 |
| G | 1725940801.178 | 74.718 | 73.916 | 51.816 | -79 | -100 | -75 | -78 | -76 | -75 | -77 | -71 |
| H | 1725940772.140 | 105.284 | 0.478 | 51.816 | -73 | -74 | -81 | -70 | -67 | -62 | -70 | -70 |
| I | 1725941169.150 | 74.718 | 20.184 | 51.816 | -82 | -77 | -83 | -79 | -68 | -71 | -73 | -72 |
| J | 1725941284.179 | 58.586 | 97.166 | 51.816 | -79 | -77 | -80 | -73 | -77 | -77 | -74 | -68 |
| K | 1725940953.167 | 2.547 | 29.659 | 51.816 | -68 | -74 | -77 | -72 | -60 | -74 | -64 | -71 |
| L | 1725941122.156 | 55.189 | 51.529 | 51.816 | -79 | -74 | -84 | -78 | -76 | -76 | -76 | -70 |
| M | 1725940965.172 | 61.133 | 20.954 | 51.816 | -79 | -77 | -81 | -76 | -70 | -73 | -72 | -71 |
| N | 1725940787.162 | 107.832 | 38.272 | 51.816 | -100 | -72 | -100 | -70 | -74 | -65 | -73 | -62 |
| O | 1725941183.144 | 101.888 | 26.660 | 51.816 | -77 | -72 | -84 | -72 | -80 | -79 | -73 | -63 |
| P | 1725940637.145 | 39.906 | 18.579 | 51.816 | -100 | -100 | -96 | -100 | -100 | -92 | -82 | -100 |
**Target (Fingerprint Only; Pose Unknown):**
- **Target timestamp:** 1725941359.144
- **Target RSSI fingerprint:** [-83, -77, -80, -78, -74, -75, -68, -72]
**[OUTPUT CONSTRAINT]**
Provide your reasoning steps clearly, then end with:
`Final Answer: (X, Y, Z)`
| [
28.01924539663464,
29.659295082092285,
51.816
] | 16 |
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